{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Estimation of a Gaussian Mixture Model with Gradient Descent on the NLL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ogrisel/code/scikit-learn/sklearn/cross_validation.py:43: DeprecationWarning: This module has been deprecated in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from math import sqrt\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "try:\n",
    "    sess\n",
    "except NameError:\n",
    "    sess = tf.InteractiveSession()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parameterization of a covariance matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To define the probability density function of a multivariate Gaussian distribution, we need to parameterize the precision matrix (noted P) which is the inverse of the covariance matrix (noted C). Both matrices need to be symmetric positive definite for the density function to be well-defined.\n",
    "\n",
    "We parameterize a precision matrix as the sum of a full rank positive diagonal matrix and a low rank symmetric and positive semidefinite matrix. P is guaranteed to always be symmetric and positive definite thanks to the following parameterization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "batch_size = 10\n",
    "n_features = 2\n",
    "cov_rank = 1\n",
    "init_seed = 1\n",
    "\n",
    "X = tf.placeholder(shape=(batch_size, n_features), dtype=tf.float32, name='X')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# with tf.variable_scope('precision'):\n",
    "#     d = tf.Variable(tf.truncated_normal(shape=(n_features,),\n",
    "#                                         stddev=1 / sqrt(n_features),\n",
    "#                                         dtype=tf.float32,\n",
    "#                                         seed=init_seed),\n",
    "#                     name='d')\n",
    "#     H = tf.Variable(tf.truncated_normal(shape=(n_features, cov_rank),\n",
    "#                                         stddev=1 / sqrt(n_features),\n",
    "#                                         dtype=tf.float32,\n",
    "#                                         seed=init_seed),\n",
    "#                     name='')\n",
    "\n",
    "#     P = tf.add(tf.diag(tf.exp(d)), tf.matmul(H, tf.transpose(H)), name='P')\n",
    "\n",
    "# sess.run(tf.initialize_all_variables())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternative parameterization: `P = (D + L).(DT + LT)` with L strictly lower triangular such that `det(P) == det(diag(D) ** 2`).  `(D + L)` can be seen as the Cholesky factorization of `P`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "with tf.variable_scope('precision'):\n",
    "    mu = tf.Variable(tf.zeros(shape=(n_features,), dtype=tf.float32),\n",
    "                     name='mu')\n",
    "    d = tf.Variable(tf.truncated_normal(shape=(n_features,),\n",
    "                                        stddev=1 / sqrt(n_features),\n",
    "                                        dtype=tf.float32,\n",
    "                                        seed=init_seed),\n",
    "                    name='d')\n",
    "    H = tf.Variable(tf.truncated_normal(shape=(n_features, n_features),\n",
    "                                        stddev=1 / sqrt(n_features),\n",
    "                                        dtype=tf.float32,\n",
    "                                        seed=init_seed),\n",
    "                    name='W')\n",
    "    M = tf.constant(np.tril(np.ones(shape=(n_features, n_features), dtype=np.float32), k=-1),\n",
    "                    name='triangular_mask')\n",
    "    L = tf.add(tf.diag(tf.exp(d)), tf.mul(M, H), name='L')\n",
    "    P = tf.matmul(L, tf.transpose(L), name='P')\n",
    "\n",
    "sess.run(tf.initialize_all_variables())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.31746829,  0.02602817],\n",
       "       [ 0.02602817,  8.16454697]], dtype=float32)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.5913072"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.matrix_determinant(P).eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Optimization of a loss function that depends on the determinant w.r.t. of C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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OHVIpCXDY3NwlHA6/1DFkWcZ13bnFRrfbpVyuAaBp3WsLunQdGg2ZVmtMJBKZiw6vE1rb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ohGw5yf39kYkQTEYjmiUY1kEmo1H1UNbby6ZTQtwnIZZzy2aLUWpNM+lqWQzRokEjtABkFI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\n/+TKvOQOy0stAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0ae02148d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sess.run(tf.initialize_all_variables())\n",
    "rng = np.random.RandomState(42)\n",
    "C = np.linalg.inv(P.eval())\n",
    "samples = rng.multivariate_normal(np.zeros(n_features), C, size=10000)\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.scatter(samples[:, 0], samples[:, 1], alpha=0.1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "det = tf.matrix_determinant(P)\n",
    "loss = (det - 42) ** 2\n",
    "optimizer = tf.train.AdamOptimizer(learning_rate=0.1)\n",
    "# optimizer = tf.train.GradientDescentOptimizer(learning_rate=0.01)\n",
    "train_op = optimizer.minimize(loss)\n",
    "sess.run(tf.initialize_all_variables())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Qx/uQCCq4WwjxfQs4Hzs0TZdgcDxoYGkpQ79fJ5OR0XXY32/M3K3Ly/FZ+c50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frSHhyZxmOZTOaM+/sun38+R1VbNJsneN6AxWKCoqjbhS4HVS3T681otUzm85dcXy8IwyxPnvwJ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eLxAMOQEYSQXK7GcDggl9vCtjNEIlkUxcd1BwyHE2Ixn3hcRtO6dLsBrpsiEpEZDD4GNtaU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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0ae0072518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "C = np.linalg.inv(P.eval())\n",
    "samples = np.random.multivariate_normal(np.zeros(n_features), C, size=10000)\n",
    "max_abs = np.abs(samples).max()\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.xlim(-max_abs, max_abs)\n",
    "plt.ylim(-max_abs, max_abs)\n",
    "plt.scatter(samples[:, 0], samples[:, 1], alpha=0.1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.74422759,  0.31463081],\n",
       "       [ 0.31463081,  1.14071095]], dtype=float32)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "losses, determinants = [], []\n",
    "losses.append(loss.eval())\n",
    "determinants.append(det.eval())\n",
    "for i in range(1000):\n",
    "    train_op.run()\n",
    "    losses.append(loss.eval())\n",
    "    determinants.append(det.eval())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1701.5663, 1.4551915e-11)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "losses[0], losses[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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In2N759JA7YuIZyNiebb9CrAaGEeTfH6dtK/yPbaG//wAIqLyDbUBpH9XXqSO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\nc5iYmVnNHCZmZlYzh4mZmdXs/wNCKE58njIuPgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0ae0112f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(losses[:300])\n",
    "plt.ylabel('loss'),\n",
    "plt.xlabel('number of training steps');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/JX2p0eWpBUnPSFooaYGkP2XzxkmaK2mppDmSxjS6nJWSdLWkdkmLCuaVPB5J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\n/j82vaI7560ZLgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0ad07ae668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(determinants[:300])\n",
    "plt.ylabel('det(P)'),\n",
    "plt.xlabel('number of training steps');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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D+fkUiqKMFDTXdRkMBgwG3UtLx056tuHp+VWfdm+jrMvocMlFvHVC+k3UVq8r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\nmGaUeFzjjTf2uLi4IJ8XMAyH27eT/OpXj7EsH9s+oVLJcXV1TjKpoKq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CgcvLj9nZ2Wc2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\nc4nhsMdqNSVJupimhef1qFab3Lu3x6NH/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pM0VXEcn+Hwmjff/PVnBIlUut0Zd+50KBZV\n+n2fDz644vT0AYoiYttr/uEfniLLFoIAnY7BwUETQRD4wx8uCUNYLCbk+YLV6gbD6KAoIvW6SKdT\nRNO0zyXqwOf4KGEYcnU15vR0C1mWv9U568em7PVDxU9B+geGMAxfBWVBiAnDkGJx9xtfmiiKOD8f\nIAhVbDsmCCSurp7yN39zh2KxCHy5Tf9ybePlZ4iiSJIkfNazOsuyV3+XJImbmy62LWEYLbJMB3xG\nowDHSXn69DnLZUy5LFIqKYShdVu9xrx48ZRm06Jeh2q1zYsXcxxHIMtcOp0SpmndtttXTCZzouhT\ndH2bQqGI5ynMZgnLpc3l5YLLS49yWcayNNI0Yb1WaTTq7O5mlEoz7twpcefODk+fXpKmbXT9iLOz\ncwyjhGHExHFGEExoNAx0vYplCeztSSwWOp9++gRIUVWDvb0DgmBBoVDDca4pFt+i03mD3V2Fi4vf\nUqnUCMMuqipQLL5BFMU4jozjxJhmB2ggiimCMKfTaREEN5RKPoIg02530PUKWbZCFG2yzOb6eo1l\n7SJJCuXyu9j2jPk8xnW7xPGabreA44gUi/uoaoyqHpMkf2axWJLnZSSpQrlcYDTqY5pNFCVBlpco\nSplWq8beXoVe78/oeo5p2pRKFqqqMZ/DYiFRre4xGl0Thgmr1XN2dw+ANYZx51acZM10+uLWL7pI\ns3mA48wIQ4fFokCWeXiegGWlKErAm2++wcXFx5yeNpnP1wTBCtsOOTjYRpIcfL/H06c3yPLpra2n\nzHT6lDwPEISEy8v/E00zSZI+hYLJ1lYZQehRLLqE4YIwdBGEIqIYoCgFDg8PaLXa7Ox47OzskWUv\nqNUMPv74GZJ0gCznHBw8YLU6w3HmPH7cR9NaiGLCfJ4wm/VoNp3bYKvgOJv/e0FQgIxGo4rvLxiN\nEmzbo1jUgY0hjSiGZNmKvb0impaT5ymOs7jVAVhSLq/QdYMk2WxMbNT9pqQpXF9fUakYlEoWoigx\nn5scHZ0gyzLz+RBVXd12ww7o9Wa3kqw+tVpGs2liGDJpavL++wPa7Q0JT1ULvHTYimMBWQbP8xiP\nHdZrFxjQalmvxlhf55z1Y1P2+qHipyD9A8IXM1nP8xgOL6hUNlnxV7008/mcP/7xkuvrAN8fcXi4\nR5ap2LbK73//nN/85t6rivolPludr1Y2k0kPUSyiKDH37tUIgr94Vr/zzg6LxQLHSUgSh06niG2D\n46wYDEbUanDnzkN0vcVyuWY2m+O6AkEwYDL5kELBoFi0qVRyqlWd+XxClrXZ3haoVne5urqiWKxy\nfT3EtkXy3OLs7DmSdM7JySGnp00GgxF5vnGhUhQR1xWR5TJhaKOqc87Pl4iiSafT4j/+x1+iqiHL\nZYIklbFtkWKxSBQNuXt3C9Ms8Pz5x1QqBeJ4xXTqcXl5g+M4SJKIbV8gy0UUpUW7raFpKb/85R7P\nn0+JIhNVLfDv/t2vWa/HKIrO9fWMIIixbQdooGkl8lwkCAYYhk6W+SwWlwRBiKIUMc0ljcYp83lM\nGFaJIjg+vsdgsEZV9/H9AbXaIUEwx3UlFouMnZ07GIaLrsNy+QlBsL6ValTJ8zph2CNNLa6vbUyz\niWnWSdPpra+xRrHYxnFMlssNGU7Tyvh+jzh2mc9HzOcB87mAJLWIIglR3Ga18gjD1f/H3ns1u5Vf\n6d2/nQM2csbJgWSTndjqkeSyyyrbUzX+DP6KvrCr/N68b015NC5bHmsUmmJ3MxySJ+EABznuHN8L\ngBQ7SGpJrZmx1OuGxSIL2ADW/7/Ss54HVR1jWQ0s65jx2MXzBgSBRqnkkyQzisV9BCHFtlUmk5CT\nExOocnn5KZIErZaFJEX0egZhqOK6eSABZlSrBbJM4dmza0ajBZp2sF03ymHbE9577wHvvvsf+eST\nFwiCx8lJm1arzOXlJa67YQiLYxdR1Lm4uCVNh3Q6LYJgxAcftOl2ZwiCSxyPaTY33NjT6YR79/aY\nzeZbrvILisUTJpOUi4tr6vUdVFVFFPO8evUrDg4sbm/XZNmM+/dNNE2mUrmLoijM5zAarSkUDARB\nRNd3yeUyer0Z9XqVu3ctRFHk4uIT2u0q7bYJGPT7M3S9ha7raFqe8XiFaar4fowsq2jaJgkPQx3P\nc1EUEVWVGI9tNK2JICiUSiqWpSOKEpbVxPcXjEZrFEXl+LjKhoa0y3C4RhSTrRZ8k3y+hKIUefTo\nJUdHdzEM7bcqZ/1LBJ7932Z/7Iz/uyD9z2C/6Uf7cvtZ13WyLMP3fUzT/MqhieOYR496mOZdyuU5\nrhvy6FGPd9+9T7FYQ5JSut0Zd+8aX0BJv04ENE1iMAjRdZPDww2HsO/POTiokWW/lsYsldIt/eMu\nqrpLvz+m318QRTPu3Dlid/eQp097PH78K8Dg8LDM7u77ZNmY09MGUaTxzjsPCEOJ9VrHddc0Gham\nmWM2s9G0PVxXw/dr1Osy9brAcnmFqo7xvATXHaFpeRTFotWSGI0mXF+PCYIBOzv7TKcmqlpG0ybY\nNtRqOsvlimr1fXQ9YzZbEEUC7723C5iEYZ9SKeHJk+fU66f0eiLt9l9zcfGITqfDZPKKUslCljOa\nzXcYj10ePjxkby9ltTJIklvu3SuQywXIssuTJ1cUCiXC0KPZrKDrGvP5S3zfpFwWSRIJUcxhmjkW\ni4iXL59j2xKFgoCilBCEBr4/IcscgiBiMLhCklZMpy08z0cQ5iRJCVleEIYjsqxHGL4ijnO47gVQ\nYjr1cZwZqnqF7/eBFNfdIM5Ho4gsuyUMJZrNu6RpRJoaZJmNYTQwzTyDgYMkJSSJQKt1jCSFCMJG\nu3qD5Dfo9UIEwaBclqlUImazBZqmIggivl/A89ZcX/+CMFywXI6pVh0++eRT0tRC08q02w1mMxvD\n6BAEEeWywMXFlDDcKGgZBuh6kXq9hmEMsKw6o5HNv/pXB1xdXbNYuIhizHvv1bi6WvPiRZ/Vak4u\nV8cw1qgqnJ31sSyR6VRjtRKZz2cYRpEoirm9vaHfH2LbJlkmUChYpOm7FIsKhcItr17JZJnBdPpz\n9vaa9HoT2u0WguBRreYRhBRR1N+0r4+OOkTRM8rliHxewzSPefz4liDwUJSUnZ1d8vkC7bbO8XEF\n0zS3YhddQGc0GvLBB+8znc6IIpHJpEu93tnOoUXS1McwJCCl2x2TJBauq+L7MsvlDFEUyOc3+9WC\nEG7b5PKbu2U49Gi1dplOXXw/YTLp89FHR8iy/GaMBb9ZOesvjdnrT2Hfxoz/uyD9T2y/7Uf7MhI7\nSRJaLYMwHBPH+lfk4sIwJIoUSiWLZlPg9vY5y+WSOJ5Sq1WRZR/4YuX9diKwEQnQkeX0zYqIbW8O\n62siBti0yk3TpNPJMZs57OyUqNUETk4OyOdbLJci5XILSXpJq3WHXE4hl8uxXA5oNHxKpVP6fRtB\naGyrhxy3twt2diQqFXPb/pyTZTKNRotiUdmKYzgkiUguVyYMDV69eo5hHKDrNRRliCz7LBYunmcS\nhhlZpnN21mM2CwiCmGfP/hFBkCmVwq3W8gvSVOLgwKDdtqhWPyCUhsfEAAAgAElEQVQIcozHCZp2\nhGl6GEZEp1Pm/v0mlYqOaeYoFksUixJJsiaOB2hayMOHB2iayuHhCaL4Cb/6VZ/B4Am6buJ5Hoax\nwjQbVCotLi5mJEnC7e2KySQgSTRMUyWKVGRZw/PAMFK63Z8RhmVEMaRYbDCfu/i+wHo94OCgTaFw\nCsgYhoiiFPF9kX5/ieeJiGKMJGUIQkaWeVjWHq1WiyQpsliMWa0uKJUsBoMlqmqSJCuyzCFJDlgs\nOoThhCgaUK83EQSDQqGAYRxuK7gp63WKptWpVHZYLCYkibBNHhxgj9nsiiyLsG2Vs7NnWJZGsZjD\nNMsIgoQkyUwmLmkqUi47SJJAksQsl0tWqwhBiBCEIZJ0TBA4WFaAqpao1fJUqwVk2SeKYmazPJZV\nYDz+OYVCBegQxyLX133StI1hCMhygOOMeffdd9jdfR/b9rm5eYlp5tnZeRdRLCMIU54+/QWLxQTT\n1CkUDBQlT7u9R6u1w3z+mB/84JT/8B++hyRtOLZte0wUOQRBsE12Z0jShk630cgxGKyp1dqMRj1c\nV+fHPz7jzp02uu5wclJFFEUsy+LgoEwcq0AdwyhhGAnVqkEYFomiFc+f/+yNAMf+fosoijg/v2Qy\nWaJpe+zvH7NY9JhMzlGUFhuJzBK93oQoyhCE4htZzFKpTKFQRBAgiqQ3K5Vvj7XeTv4lSWJ3twzw\ntbvV3yG/v7l9WzP+74I0fzrH+32BGV9GYm+kCkVEUQdCWq3KF7IwVVVRlAjfdzHNHPfu7eC655RK\nErLsU6noKIr7hXbV24mAJElkmU+WbWbOrw+rIAhfWdkQRZGTkxaaNicMI1TVpFp9l+vrKVdXLxiP\nQyoVmU7nBMhI0zmlUophmMznLnGc0GwKxLHMZDLl/DyiWPQ5Oqqi6xse6k8/ndHvj1itFMbjKYVC\nkzAsIMt1ZrMbrq/7aBocHh4Tx0W6XQfH6aJpCrnciijK+Pu/f8EHH9whnz8AJFw3xfdHWNYxYSjz\n13/9PoqiMhz2EIQljhNRKkn4/hrThHzeJAxj9vbuY5oJkqTiedecnuaJoohSKYemORwfNxmNIhqN\nAsfHewhCjSB4QZaVcd0zPE+kWj1AlnP4vkEQzIECilLE8/pY1gGLxTmWBS9f/j+EYQDsYFkmilLD\ntnvoep1iUcdxoNt9xsHBO3zwwffo9V6xWAQMhwskKSGXO9jKYh7jOP+ArpvIckS1esR4vCCOVyiK\nj+9LjMdjisV7mKaB62qIoooobvZzo+gM150jCBqatke1GhNFc+I4Yj5fIYoKvd6I3d17dDo6/f41\ny6WPouTR9YT53EfXTwmCMYrS4vZ2hChCuWxTKAj0ei5hOCcMqyjKmMXCp1SqEUU+hrHLaPQZy+Uz\nFCXm4OABth0xmz2hWj0myxROTu7gOF3OzwfYtr0N7BJBoCAId3CclOVSodfLkOUc06nMZHKGrudJ\nUxFZFsjlRJ48OSNNN5XxnTt7xHEGWORyAkFwg22nTCY92u0yv/zlJY1GlTTdtPfb7TovXjzBdcPt\nGlSJ6VTl7OwTptOA+dxgNluRZVNUVaNUGvGDH7xDv79kd/ftM74kDGcIQkynU+bmZoppVjg52SUM\nQ+J4yulp+03CvLeXJ0kMokglCOYYhsfp6SkHB0VmswDPm+J5I9JU5OzModk06HRyb4hMms0ivd4V\nnrdRz/r1GOvXxcLbeJivq/r+qZDffy6JwLfFffEXH6S/qeP9vo7zda/7TYAZbyO8r6+jL0jMDQZT\njo5+3bqWZZmHD3d49OgV67WCokT8p//0QxwHIENR3K+0q76cCFQqIYIArrvZAy6XVa6uJl/7fRiG\nwcnJF1HihUIBQRDo9TIajQbX1y+239WC01ODQmGPXC5hOj3j0aMntFp7nJ7uIQg2mqaxs1NiOJxi\nWSFheIkgWLx4cUuSFAkCmE5tdnYKlEp1VNWiVGpRr1cZjUZ4XpO9vQckSYlu9wmatpFezOXuARFZ\nNsX3UwqFFvV6iclkzH/5L7/kwYM9YIKiBEwmA9ZrAdOccnpaJ4q6lMt1wvCKIJBwHIUocvmv//X/\nw/dbqGrGw4cNXrzoMZ8HZFmZ+XzFq1ebZxbFPK3Wv6XbfcRoNMYwIhTFJwwDkmSMIMTUavcol+8w\nHC7w/T6imNJqfYTn5Wm17vHy5U8QBJMoSimVTjEMmyiaE0UTBEFB12MEwadQqG7bzkPi2CRJlkhS\nEUWJSBKF29sBcZzieRPiWCPLUkyzRS5Xo1zWsO0ucTxFljcUrIYhkiQzVLWI47zczuZrFIsOul5n\nvV4zGsFweE4QhCwWHoXCA9JUQZLuEsc/I0k2giH9/hTwEQQH2x4TBDPCMEIUc3iehucpDAZPiKIq\nsMNo9JIkWSFJLo3GEXG84TGXJJVeb0qa+qjqBjAmiht+d0UpEEUTRHEfTcu2+uExcbyiVhNZLmPO\nzxdEUY9cLkUU83iegmnmCYI+qgqLhUOn02K5DHBdjWazTBDMuXOnzc7OLvO5xHi82Umv10vkcnVE\nMWUyuSaX89nZaWEYBj//eYbvi0wmIEnvMpu94MMPm4hiAgicnd3y8uUYRZFptUyOjho0mxbDoc1y\nOeDqqsvOzhH9/oxms4jvCzx5csVkEm4rYhFJctB1DUGIabV20PWQcrlMsZjy8uUt77zzAYqibKvo\nBa1Wnl5vgOepKErGD394jKqqXxhjvY0Ev7gY/cYC4p8K+f3ntAL2bXFf/EUH6W/qeL+v4/ym1/2m\nwIzXVXWWKW/azr8pC6tUKvzoRwXCMNxSDn51teLL9mWZSuANo9jV1eQLz31zM2Z/X3zT+voySnyz\n01ni008/J8sKGMYSTdu0ZA0jT5qmmKbJu++2efr0yTY5yGg0FM7PJd5//wDPi1ivXRqNU2R5wx4W\nhiaiKHF2dslqZaNpIwwjh+MknJ/fMp32ME2dSkVmPF6hadBut7AsnSdPnmNZdVarHlEkUC4f8+mn\nZ8SxQZblSVOPm5seH3xwwt/8zV/x+PEFjjNlf1+gUHiH6fQGw8jIshJxLPD06Zwsa/Huu/+WNE25\nvv6Ms7MrTk9PuLh4xS9/+ZKLizW6fgddV1mtlqzXLmlaptFItpe7TxhGzGZLJGmM70+pVFbbtm+e\nOJaIY59e7zGeN8Uw4i0Rioeuy5TL0laOckUUzVkuY0RxnyybI8t9okhF0zZgojgWCEMX3w8AiUJh\nF9M06PdfAj5heINhbIQ9fP+CONYxTYcoamAYBzQaCbqekKZ5crkcrqvjOBOCwCeOh/j+Lr6vEoZN\nPE8jyxSyzN6inH1UtU2SbDozs9kE216QplUKBZUwrJBlNdJ0DtTx/QxBKBMEEbpeo1CIMc0TCoUc\nur5iOBxjWSK6LvDkyZzFQqLRaPC975mcnZ1tmdBGW4IamTS1kaQ1uVydV6+e4XkGum5QLBokyYYt\nbbFY0WjUKJdVlss1UaTRalV58aLH5eU5pVKRer1Amsrs73dYLgfIchlZlri9XWBZO+j6miTJM597\nJEkCbFr6aRphmhpZJr0Rveh2xywWAsfHd0lTmEwmaNqSk5MWpmlydtbj4OAY02yRZXB93SeKZqhq\njULhcJt89CiXYxaLEVlmMhz2ePhw58165NuzctM0mUwm9HoLXrOQtVqVrwBI3z7LURT91gLi96kK\n/9BK+M9tBezbopL+iw7S38Tx/hDH+U2v+/sAM36fLEyW5Te7zfDFwxfHMWEYIssbsoy39ay/XGF/\n+aDGcczV1ZwwBF0XvzY5SdOU5TLm448fMhyukWURUQz4+OM73N7O6XYnHB+3mU5dkkSjVHqIYTS4\nuXnMYHCL5y2pViuMxzMUpcBkMkVVc8hyjtVqsyoSx32KxSKSpON5HsVijcVixv7+PdrtCqJooygy\n1arIRulqHwjJMp3Z7DmmWSCKBNZrG00zcJwiWbbP9bWEpl1Rr1fodl+x6T4sCcOAf/zHf+TOnfeQ\nJIjjGuOxx+GhQy5nbfegFdK0iKbpSNKadruD46RMp9cEwZJSqU0c66zXcwqFEabpomkOYRij6xaL\nxRRV3d8+U5EsK2BZKefnn29pU3dx3R5BsKDTMTg62qVeP6XT2aD2g0DBdYskSR5JyrGzo5CmEVGU\nQ9NOUJSE4fAxSdJAUSyWyx6mWUZVlW17/4z33y+xWgV89tkZktRGknKUSum2ldzE921MEwaDAbJc\nR5I8DKPFfB6wXgvAhvK12byHJC0olwus1zZRdMFyudGmjuMMVX0PEHEcB89z2dnJkaYms9mCMOyS\ny/kYRp5isUynkyGKEc+fn+N5BeZzD9MUOD09RRQhihwuLy/Z3z/i8HCHNP2MYrHOahVRqbSJ4zmH\nh/tcXUW0WlWKRZn1OmE+X9Dp1CmVZG5vZdZrAd+fk2VTkiTG9/PcvZujUPiYQqGI4zh8/vkrmk0R\nSbIplzXSVEAUDVQV2m2L8XjNcmmjqhJxvGS9zlOpFMmyJbu7OkkyR9cloiigVCowGq1JUwnPW2MY\nMru7wVZmUmdvr8BwOCdJJIJgTqlk4HnKlijIwbZDfH/G97//LsViiTRNmc83I6Uv3xVBEDCZLLck\nRNrXduF+3/vmm95Hf0wl/KeiRv7ntG+DSvovOkh/E8f7Qxznt73uhr/3d/9o30YWNpvNePSot53V\nLbh7t021WviNB+ft595U1UNk2aJYbPFa5/boaJOtvyZc2XxHEvl8ftvOF0mSkMnEJctUrq/PMQwP\nz1uxv7/LYiGSJB7rdUyjsYcgGNi2znye8d57TeZzH9u+RddnNJtlJCkkl2uyWkk0GiUkCVS1QqWy\nS72eslw+wzB8/vW/rm3bjlNqtTyHhyVmMwPHaeK6IauVwGLxgt3dh0wmCdPpGs+LyTKZgwMNXdeI\n4wrzeUa1ekqWydzcuJTLFpPJnMkk5sc//jHLpc1s1qVeL7JcpuzsHJKmKpVKHsPwiONbgqBLsVgh\nTTVWqxpJEpNla1qtu9y/v8PZ2Qs8z0QUTSqVj3Dd9RZ4FeK6M0zzGEXZRxRVHOcfkKQik0lEkkTM\nZgOSRMZxbNK0iWEYaNqQ+XxKksi47phyGQqFIpJk4nkhojjZksUoqOqE/f0Ky+WEOK4Tx3fQ9SsK\nBZV8vslisUCW87iuhyiWmEyWSFJzS9mqs1qFSNLpdtVrxWr1C3z/MffuNbl///t8/vlTfF/i8jKH\n4whEURmQuL1dIssBUeQhCJ9jGJskwDAKFApVJAlEcYAkSRhGQBA42HaZMNSRJAXPK2wVt3wuLrr0\n+z653Jp8Xufq6hm6bjEc9vibv/k+hqHy6tUnOI6CKBZJ04j5PCFNn7O3d0Kvd4thtLCsgFxOx3UD\nVFXD9zV2d/PUajmGwy75fAlBmFMsFvC8HpIkMxjEiOIFDx8e0miUuLp6QZqqPHhwyMuXA+I4w7Zf\n8fDhPsViwl/91QG3tyt++csRlrWZMU8mAbbdY7l0aDTKzGZrOh2D/f0aruuyWmlMJg6jUcR6PaNe\nb6MoG23tTTIivQF5vp45t1p5ut1NaxtCarXim8r69Z0VRRGiKH7tvfO77ptvch/9sZXwn4oa+Z/b\n/lgq6b/oIP1NHO8PcZxv4vDf5Ef7JlnYb2otvV7PUtUj1msXwzji8vKaanUDWvm6g/P6uV+9uqHb\nXTMYrDg83HkjvBEEErZt0+1O6fcdBEGg0dAJw5DBIARUbm9HJInPvXsfoWkie3sJuVzK8XGN1WqG\nIEhkmYxlgWFAGM65uhoTRRFPnz6i0zEAmUbDZDqdoSgWOzsn3NzcIAghoqgxGl2Ty+WwrCqFwi2q\nWsJ1FebzFa2WzfFxlXy+wGRyRaGgcXjYYDh0cF2Fy8tfMJ3qlMsdHGfCxcUUWS5hWZsdXt/XsG0D\nx9kAohaLFFEsIUmvuLhY4rrQap1QLh/z9Onn3NyMWSyGlEp3Wa9D0jQhjl1yucK2NXpIGA6pVj/G\ndRVqtTa+P8R1Z+j6ZtYeBAtqtfKWHjXFdRXi2CVNlwiCzXKZMB4/Q1VddF1ElqeIIjSbR/R6PXRd\nJY5bLBbOtsW9IIrWuO4MWS5jmnsIwgTDUPj444c0my3++39/ShDcwbZtTHOHweAf2N8vsFgsyOct\nut1zkqSO4ziYpkQ+30BVdeI4wvNcBGFMlvkUizqWlQETRqOEfD7D81YkSQQoFAo6tu0hCD6lUhPb\n/pThcESlEiPLCWmaYNvPSJJoq/sd0moVKBQqLBYeNzc+8/ktn376El1P0LQytu1gmmvW64DxWKBU\neodi0cD3M375yyva7RymabJeBywWK3Td5fR0M355/vwf2Nm5s92TN+n3n2AYNQShyM3NC4rFjEbj\nkJOTJrmcwsFBkyzLODuzKRaL3Ny84uLC4fHjM05Oijx8uAGsPXhwzP37h3S7Y9ZriU5H5N69A1RV\nJYomOI7NZPIJYRjS6bSJ4yqStI9tBzSbO1xdvaReLzGbrQmCBEUpUKkEDIcTbm+nPHjQQpZLRNHr\nwiF5cw85jkO3O9tyx4fs7JQYjZw34E/f9wmCFdfXEVmm/MYK93fdN7/r3//YSvjbag//udlfdJCG\n3+14f6jjfFuKWb8toP+m1lKapjiOQxBIWJZGmgZYVoHpVCXLMtL0qwfndbBXFAVN0zg5qZPP24hi\ngeFwSbstIggRt7cBk4lMoXAPQYDZbIDjTMjlTCRJpVrVuLkZEQQLFCVjf79Bkti0Whqe5/HJJ2dM\nJj7V6oJms8N06gEatdoejYaJovT5wQ9OOTpq8OxZF8fJI0km7XYN3x+TJDGKEtJo3EMQUi4vxxwd\nHXLnTpvz82tevrzks8/+G5KUw/PGvP/++9zeOoDJxx/f5cmTS4JgRrGoUShUmUwc5nMXQUjJsoAs\ngywzUVWZMOwzmyUkyUaX2vNu0LQGaWoyGo0JQ5VCYUWpVOP586eY5gGyHKBpezx9+pQwVKjXPWo1\nC0mS6PVu0HVj2/Zvo+sCiuJTLLqUSjKOsyRJVmjaKY5jEwQzZFlgNgtZrWIEoY+u59G0iDh+Sq1W\nxzQdRqMZnieRZSVU9QTbvsZxRmTZjKOjA5rNPVarNVnWZzo1uLj4OZPJksnkFdXqOxSLdaJoRq/X\nJZfL47ohlvUerlujWHRJkh7zeZdKpYMkXRPHJotFEVWdbIGHeQYDl+HQplLZQ1Esms0JklRBFEXO\nzz9FliuoqodhNJnNnlEoqBhGC99fAWvu3n1IHAeY5oDz8x71epOLixX5/A9R1aesVrfEcUyj0WQ2\nS7m9tVEUiSzT6PUExuMYQYiw7Qn/5/88xzDyVCodTLNKLifxzjslOh0DRRFoNO6jaTtcXDxjPo9p\nNBpkmcG9e+8AUyzLJwxXVCr7hGFIEAS4rsvnn09YLMqYZofVSub6Wsay/C3YcsjJyQ7Foka3O0VR\nWqxWl5TLKpXKMe+9Z7FYxDx7dkkcy7x40UeWSyTJlJ2dzUrWYDBhd/eY5VJAVQsEwZCPP84RRSKn\np60t+voKxxEQxZi9vQqe5/HTn54jCHU0TaRSyTEaObRaeS4vb+j3HbIsI0l8jo7uUSgUfmuF+7sK\niK8bpb3GwnwblfB3UpZftb/4IA2/2zH/UMf5Y9scb9s3XedqtVIGg/VWEnCMqjYQxRTbXiHL4XYu\n/cWD83awT1OfMMzeBJaNtvSCSiWi0ynS7dqAhCCAKEpkmQLkODhoIYriVs85odHQyefzW1BNgmVZ\nfO9793j33UOiKNrOuyf87Gcj9vbqTCYrfD+h2+1yeKgxGq0JAgnTTFmvh6zXAut1hmX57O83cJyQ\n8djh8jJD01ZkmYDvF1mt2tsZ8xWadszFxTWVSodSSWJnpwTs4zgZq9UY19VIkiKCILBYrKhWb6lU\nNqpC6/Ur2u0akmRyeytwczNgPh/guj75/D0URSGOY9JUpFrd5/T0mFrtmEePfkyaqpRKKoYhsFze\n4HnKFsi15vz858hyBHjIskAcX3NyotLpFHCcKuOxymDQI0k8RFFDFIusViquaxHHGrY9xDCOCQKB\nly9/RrXaQZYzVHWXKDomijbBUVUtXNdiMBBZLq8plRSSxAAsDONdwvAT5vMBnlciTZ8SRZf4vsjR\nUZ4s01itQlarJ1Sre6xWMwxDwzRDoigkiiySxCOOFUTRZm/vEN/PWK9tkmQHURSYzW5ptbo0GuVt\nZ6DO6en3+eyzzxCEa8IwpFTaYb0eEsdzVqspd+/u4boRq1VEFCmsVjHj8d9v5SAdJEnk6qpPHB/j\neWvSdMx6/YJ2+yGj0YowXCLLeZIkh20XyOUsHOeKwcAmSYp8+GGFfN7HMEJWq1dcXDwml6vQbp8y\nmy158eKco6OAly8v0HWF//yf/xtxbGKaG3Wz6XQfWa4xny/xvJQ4TvjJT/roeowkLfj440NGoxXv\nvfcDms0d1usVn332Cf/+39+h2Sxyc/OSJEmZTIYoSpNXr5wtDapPp6OTZRazmb89RyAIGrWaxmDQ\nfYPQvn+/xnweAjr9/hLHsRGEKsViiziOmM3mVCoCsiyjqhpHR00EQeD8fMRk4mKaJgBRJLxJ1N+W\nos2y7M2fb981X777Xo/SomizVfLw4Q6VSuVrC5rN+31zFa5v8978c7DvgvQ3tH9Ox/mm61yeJ9Dt\nzjCMFoah8N57Ip999jn5fAHHWXBy0iSOp7TbBWAT+DcI7jmqWn9Dwt/vn5HPb1rc7bZIpRJwetre\nojzH9HprFAUkKcU0bTQtefMMURTR6eSQZQfb9nkt9vH2itnrNptlWQwGK4bDGMMobqkxK/T7KYeH\nx4xGr1guQ5ZLkZ2dA9JU5fLyCRcXv0TTjqhW66iqyGzmAvJ2Zjsljts4zi7TqYNtD6nVLjk6kqnV\nWlxdDRCEiHx+F88TsKwC+byP48RcXXVptxfoepF7905ZLGJEUUNVbaJIxXFswlBntfop+bxJpWKg\nKBVub1ekacLFhcNiMSbLGqRpQLstAkuKxSZZJtBonOB5YwxDoNVq4bo31Gp1qtUVH32U4+/+rk8u\nt8SyJPL5XVarNSASBBph6BAEGZJUY6Mj/QOm0xt2d5t0OiFnZ4MtB3uGpsmAQKFQwzB2iKI5w+EC\n0xR5+vSCICiTJAZheIPvr7aI5CNc9xW6/iGLxRlxLG3fM0CWNQRhjW1PWa8tVLWNaeaJIgm4Zjp1\nCcMMz9OJIocsE7DtmNUqo1ab8N57FtNpxHz+Ga47JJdrEMcy/X4P8CmXLRqNQ1w3ZjKBOFbJsgDb\nDohjmVxOJ45lkiQA8oThlNXqDF2vEscSy+UZvl8ljlM0rYMseyiKzmRio2khtdopmqbz+edzZHmO\n5z3DNFVarQxByPHq1VN8fzOzn89j/tf/WvP8+XNct0ixaHD3bnG7+rUiTRfEccxg0CeOZer1O7hu\nDIicnzsYRpX1OqReT8nlLNJU2Y4MTOr1Kvm8zLNnY2q1FuPxAFXVOTu7xLIO6PUWmGae/f08vn9N\nGM4JAoVarYzjzJFlmaurCEUpsLtbIMsyhsMJuZz1pnp1nBTY4EWyTEEUBW5v50wmazxvguu6KIpJ\nlo3Z2dkQ7wyHNp63UbJ7W6o2l1O/IFX7+u5RFIVHj3ro+gmlkonvuzx69Iof/ajwlYLm91Xh+s6+\nat8F6X/h9vusc8FmLvx6bavRaPK976VUKgLzeRXXjeh2pwRBiihOEQQAjdvbOUdH5Tet7o3W84go\n0pGkhIOD2pvVLkkSqdVyjMdjoihA12MePjxhufw1McLJSYs03VCSgspgsKbV4gs7mrD5+717Ff7+\n73+CKB7jOCvee++E29suudySIBCYTK7JMpMoyiMIkGVVDMMgSWC5nFKvJ6zXN5yfR6zXNrNZwnq9\nYD4foyinhGFCmuqcn1/RbJYoFExM08DzMuI4RhR1fF8hSQpomsZ0uuDkpEO5LOP7LoKg8uDBXZ48\nOaNQOKVcPmY+XxHHPSRJJY59RDGhWDT4/PMn+H6MpiXs7n6POH5FoZBuuwkFZrM5UbRpr3e7z6hU\ndkgSSFOTR4+mFIsKH3+8z9/93XMWiz6mqQMJ06mNKEYkSUqWFXHdBY3GCWHosF5nTKf2FlA3JQxn\nxLGCYRioqkyWecjypuUJuS07Ww5FqdBsdvC850SRwGqVQ5IMHj/+nEJBI4rOgRxBYJPPd4jjEaKY\nQ1VFYAdB0IExvt8lTe8TBDFpGmDbfXxfRRA01uuEfl/C85bcu1dG04pIks/LlzFBUANEcjlIkle8\nePET0jSHINjkckX6/VskyWG1WpEkOlkWI8s+YXhFklTY3b3PamVjGHVyuQTLUplMpuTzMapaZj4f\n43ldwjDk+LhJo3GC6zbQtD12diSiaIEkrWg2D5Blj14vYjY7JwyrLBZskf9HW9+JUBSbf/fv3sV1\nVwwGPeJ4SZJYhKHMeNzn/fffJ4omFAoqt7cr9vcj0jSh1VIQxfUbetfd3RaLRYauF2m1RPr9MabZ\nIE1L1GoNJpNniGKFNJ3S6eQxjBbTqcflpQ04NBotdL3FcDhld7eGJEmUShqr1RTXTcmyKXt7xyiK\ngiBEdLsjVLVOq6Xz6NFjFEXi6Egnn2/w05+ek6YSqpony0BVj7i8vKDTOcK2XXK5/NdyfDeb1pbp\ncFOV67rJeq282SJ5XdD8ua1U/XPZd0H6X7h9GYwhSRK2vbn4v9xa2turMBisvxC4FSVjvc7Q9Sbz\n+RzTbLNard7o1B4dNZhMEnq9GcfHbZIkIZdTv8Lf/fpZFMXi6MhEVWckiUSSTFFVlYOD0pv5lCiK\nXFyM2EjpKaxWK37603M6nQaSlNBsWliWBYDvSzx48AGy3OHVqzE3NzaTyS3t9h3K5Q6SpNPvX2FZ\nEp9+OqLXW5JlAsWiSbVaRZZ1Dg+PCcMxw2GK43RZLG5JEp8kuaVQkDFNg2bzPSBmf7+K40RIksVi\n8Ypf/rJLmkYYRo133jkhDFVEUaZWKzEYzBkMptsqRmRvr9K5/koAACAASURBVEKaikwma4JApVaz\nsCyDXC7m7OyCMNTJ5Qza7SYwQlWXJElKqVSh34/wPB1ZbmBZYNsy0EAUDxiPZyTJEsdxWK1iGo0i\nsuxRqVTo9Z5QLOpkWXXbYg5JkpAkWWMYGUmSY71+RhSVSZII01QRxTlpOiHL2siyQxSB644wzQa+\nLyIICmk6xjB0HCdDEAoYxgFww3Q6xrZjDg4OqFR00rRAtSoymaxQVQtRnDKf/5T5vIAkLbaUshtE\nue9L9Houuv4OspzDMIpIkke1auG6XeAlpgmFgkiahoThkg3lpoiu54njOq4L0+mEOC6wWo0plR4C\nAWmq4LpPUNUqURTiOAHz+SW6XsdxfFQVRHGC7z9iOg2pVA62ZyZlsQgxjDmimFIuq9g25PNt9vch\njj2WyxuKRQNJqrFYmPT7C8JQIk01NK3MbOZSLLrI8oIPPzxBllf84hc6t7cmUZQgyxqr1YpyOeP0\ntMmTJ58wGmVYlsQPf3hCqVQiSRL29iz6/SX5vM9q9ZxKpUo+HyEIMUGwJp+vUKsdcXhYw3EgTROm\nUw9BKJLLKYShx2Qyo1BoEIYZi8WCel1D0wIqFQlI2Ns7JpfLkaYphpFycXGFpm3GK6enO1hWjna7\nzHC4JMsqKIqCqha4urrk6KhFHCsoirZlwIOv4/je6J67uK6NaVr4vouiRKiq+lvvri8Dyf5cmMX+\n1PZdkP4W7E/pbG+DMeI45uZmQhStUFXY3S1zdNT4wnt3OuIXAnezaTEYBNtWtUQuZ7JcrgCFDS1o\nxu5ujfPzVyyXwpt96Lf3rt9+lg14bPGGeMH3E66uxui6sUWOrqjXzTeHM01TZjMfQaiSZRrX1zMu\nLmYcHVVoNi1EUWd3t8SzZ2PK5QKDwZByOcdw+AzPK7JcOtj2hJ/85G9ZrQzy+TaaVmY6HTCZ/JT9\nfZP79z8C9jBNkdUqJEk0nj79lDiec3JyuO0srMiyCEXJcXb2nCTJMxjc0OmUsG0T07zPbDai3daY\nTG44PIRyOaJQMJHlIo8fP2U6XaLrEZqWslxeM58fkaYeihJQKnXI5ZoMhzamWaZSsel0iqzX+7Ra\nOk+efILvi2xYwXKEYYLn5VivM3w/4OzsFaJYoFpt0G7vkiS/QFUXVCpVVFXi5maBpklE0QBByLDt\nS/b2yiiKjiRZ5PMnTKcTXHdClqmUSjmCICOKbkgSkTAUsawSudwmcAlCiKpOSNM1ilImCK5IkhVB\ncI2ut1BVmzgWcJwxjiMhST6Nxh7jsc5qdYNlSRhGG1G0UBSFgwOL9TokijLiOMPzRFw3RtdjoihF\nVQ8QxXOOjnLc3AyQ5cp219xjNnPJshSQkaTOFryXQxAaZJmK4yyQ5QjfL2Ca97HtZ6Spjaa1MM1d\n1uvPKRYtdnaOsayQbnfGO+/s43ljXDfg4uKC8XhEoeCwt/dDhkOP8dgE1pyc1Ll7t8xy6fHkSR9B\n2CXL1giCiOteYBhrYIVlpVSrGlE0Q1FcDg7uUSjoTKceQXCzVS87Yb2e8OBBh4MDi+Pj5hekYiVJ\nol6PWK/zDIcBWbak0YjZ3T1hsfCRZQuwcV2H4XBKkmwY9w4PC6SpjyxnlMtlbm+f8/LlBeVyhZ0d\nne9/v7TlEdjgTBaLBTc3c25u1qiqSatVQdcNLi9fkMttBDh8P34TPEVxE3h930WWI6IoQJJej7A2\n987re873V1xduRQKOV6+/AWFQhHLknj4cOcrd8ZvA5J93QhP074DjH2dfRek/0j7U9PYvUaX39yM\nubycoWlljo6OEUXxjYD722IYX54JAUiSu21VJ9usF+I4Ik2jN/9nQ+Zf/VpS/befpdm0uLy8RhDU\n7eetcHl5wdFRm1xuo9Q1HI4RhI02dhRFrNceohjyq1+NkaQmSRLS6egMh5s2bbOZZzj0CEOfKEop\nFDr0+3MmExtZLhOGczzPR5YlsmyFIBSo1Yo0GhrNZsr+fp1ud8Tz5300rY6qSnzwwS43N09oNqto\nmo1lCQhCxnTqIggdZrOYiwuZnZ0cntcnSUIWiw1xS7Hob1m0NrvenqdyclJlNLpkPA4ZjRx0/Zgw\njMkyk/Pzz9jff0CpBNWqzPX1z7DtKYZhsV5HXFxEuG4VQWigaUtc97V4yA3d7ogsi9H1YwyjxXJ5\niarOUdWYfr+LouyTZQKKIuF5AoZxH8Mwt+CrFePxiFyuTZLIBEGdKFIoFj8GXhJFNqqaR9dlBGEj\n4lEsFhiPnyPLAZal026bjMdrFOUhYeggSRZhOKbfn+A4T8nlDnFdiUZDYb0eYNsuQXBDtVqmWKwT\nBGWCYIEk1ZjPPyOf35B+xLHLYnEJSGhaB8dZkSQumpYQhilB0MM0jS1ivUwut8t0uiYIZBaLOfm8\nvq22PETRJsvKFIsNKpUGYLNcXqOqCoIwoFp9QLlssrsbIEkOUKLV6nB5qTGbDTg9rdNslri6esL/\n/t//m1KpzoMHP2B39w7X15/y8uUZxeIpd+8+IE1brNdTgiAhn3doNEzyeZ9/829+yIcfPqTXu+Hs\nbMJw6KAoZQ4Octy//w6iOKHTMWg0muztbcZDo9EUwzDeKNl1uzOur5dIksne3i5pmtDtnjMabUZH\nUXSNJOmcn3u0Wjvs7ZWYz7tcXr6k1bK2630O0+mQ99//AbVakzD0efz4FT/6UQnP83j2rMunnw6B\nzQZKu73HZNKj2Wyg6za2bfPqlcd0uhEgMU2T29sR+bxLGF6ys6Piea9oNMpAyr17FZ4/f0kUKcTx\nkigKKRZP0DSNjz6qk2UL7t7d/UoV/fbd9XVAsi+3wc/Pb1BV7beuiP2l2ndB+o+wf6qZi2EY7O+L\n2wCyWcW4vV2+EXA/OKh9waG/DHLbHJQ5lhUymbyiVisiiskXOLt3d8tvyA9+m1mWxeFhBUHIoes6\nvu8jCAK6rgOb7DkMoVIRePToMf1+yHg8oVjMUSgcYxhFbNthOFzTbqvs7uYYDm1KpYDRaM5HH32E\n5zn8j//xc+ZzBUWxME0Ty6pRLFYQxYRKxaJaTalUMsJwztnZc66uRlsBhTzj8YIkEfjgg3voeki1\nWsP3XeI44he/GGLbdYZDHdhnOLRJU38rHdkmn69gmrdEkUaj0abb9dnZeYfB4Bmt1n0URUUUTTxP\nR5ImZFlEPl8iDDMEYcPoVCqp7O7u0Gh8iCA84+nTG1xXZb1+ha7n8LzelvikRRjaJImK604pFALS\n1MO2h1vyk4/Y3b3Hs2ddVqtXuK5NofAhUTQnl2sThgL5PKSpi21fYxhVgmBOGOZwnAlRJGCaBwiC\nhiyL6LrLhx82+NnPntJsPkAUJXx/iCBMieM1cbwiywzy+QPiOEaWLUyzTJYp3N6mWFZEPl/EtjfV\nnu/bqGqypdCUsKwKQRBhGCK6rnF9PUIUW6xWAbbtADkKhQqdzgfMZreoasx4bBMEIo4zIAjAdQfI\nsoJhZGiaBAzR9YjVaoFhtHCcGyRpk3TV6xrrdcB6PcV1r4CU6+sRxWKd6+v/F12vkGU5jo7ucnPz\nnFyuTpaZ7O0dsF4PGA4DZjObSqVOtVrFsjIuLwc8eHCKbc8QhIhSyUBVEzRNottd8bd/+5wo2qHZ\nrOO6Mstln3feqfDuu/cxzRLV6s6bs7dchrx8eYvvJ3z22RWGUeH8fIIo5nn8+IZyWaHVanHnzi5R\nFHF5+YKdnUMmkxDDqLBazfmrvzrl/Pwl9foGGOn7Ajc3FrYdousrLKvAeq0wn8/51a/69HoJ63WZ\ndvuAweAa04yp12vUaipRtPkuZFlmNivz6adPKJeraFrCu+9WCQKZOBapVGIajRz5fJ5ud8bR0V0A\nzs6uGY8ddnYapGnGcjmlUskhbMAtX7DX3UVN077S7fsys6EkSfT7DkdHzTeJ/nez61/b/1VB+l/a\nDOOfcuaiKAq6Lm4r1TVgkc+naFqZfn/+Wx367epaEDpvZs2vP8M3eb63P8tmFWuKbW+q6VbLJEkS\ngiCg15vheVO63Yg4znF8fIf9/Yhf/eozptMzXLeLIBg8frzg+99XOTj4Pp1OkdlsRrfr0+/f4Lpz\ndH2HWm0fWS7gug62fcnurkev12Ox6LNe60ynJkHgUSwWcRwTVY2oVg0Mo74Fa40plUqE4YJW64j/\n+T9/wmplMZ9HhKGOpqVMp+dkWYKizDg9/RjTzJHPSzx6dMHhYZ6Li2dYlrFlx1JIkoxiMSKObapV\nHd9fkM/rrNcrrq6eM5/3qNfLuK7Bp592WSzC/5+9N3mSJD3P/H6+b+Gxb5kZuVVmVXV39UqgQQ7N\nZgQOaTbLQXOVbtJJB80fQR51k8l0kGSmi07SaSQdZDLKbADBQAPIbqCX6urac8/I2BcP31cdIqpQ\n3WgADaJJNim8l6qI+jLcM8q/792e93kQRRlFUdjaeh/fd0jTGbYdYxgWRSGQpiqWZTEeJySJR5IM\n6fV0Dg66KIpKva4zGESYZkKer8iyCN+PSZIMw5BRFHHDdOYBGZIU4LoCcbxE1zMqlQ6OE+O6VwwG\nn6KqCabZJssiTDNCkq4olwMUpYnvZ7juFFhh2x3SdK2UlWULPE9kNhuhaQaWZeG6E1x3Sat1h0rF\nZjhMmUxSdH1GtWpwcLDFfF5ClktMpysMwyAIBnQ6PXz/gizTSJKcSuVNxmNv019+zNbWHSxLQ9N0\nwnCAYcBwmJEkCzxvQa2WI8vuRp+8oFQqIQg1PvvsAbq+i6Js4Xk5w+EDarWCDz6YMx6HqKpJsymz\nuyshy2XCMEOS1qCp5XJBr7fN9XUEZLRaCnt7R8znAbPZhMUCokhgsVjjKer1BtOpw2BwvrnXLYbD\nCapaplKpvqTm3N8/ZjAYkaa7XF05uG4VSdLJMpHRaMlqdcXxcRtN0ykKA9M0kaSANE1IUwFRFNnZ\nsRGEjH4/Ik0VxmOX6+s5gnDBrVstmk2H4VCjKOqUSgZxHDCfuzQaVVx3iGVJCEKVdrv2kkdhsQiB\nOrpeQZJyHj4c89prbyPLOVdXE66vB2xvr1sezea65z6bxcxmCScn1+zutomifPO8/XbUoF8ug385\n0P+nQAf6Tdo/Gif9bVRH+W17Lr/L/b4oHZ2fj1itPGw7p9OpbHRuf/MD/atGyL7OJnj1d0kSl6IA\nWTaBmO3t9XjV1dWY8/M5klSiXq/z0UcXnJ7O2N2VqNc1ajWTy0sPRdHQtA5JAvN5zNnZmCzLCIIK\nti2SpiJpKlGv1zazskvieIVtQ7NpUa/vcX5+hSB0efjwjKOj1ymKKtVqwXR6xdXVBaa5ha5nm/GW\nKa7rUCq5aFqHej1nMOizWvUxjF1se4c4npPnOYJgM5kM8P0hrdZtGo273LqlMp+fk6YBtl3DNBdk\nWQl4QBCkTKdTarW3AAddNzHNEpp2i7OzIYoikWUxsrweoSmK5/j+nDyXcBxpM96UEccB0+klpnlE\nq7WDphksl5+wWIyQpBGr1QhB8KhUDBaLn5EkAVmWYNvfYbVKUJQURSmh6waimOD7fdI0QFHqiOKY\nPM8plWJs28CySgjCDNcVAQtNi1FVhzzvkyQueZ5uxrxk0jRkPh+T5xFrzuoeglBGFCfk+Yhmc5fV\nao7rnvLBB08IQyiKbVS1yWj0FEmKaTbfJooMimJOmhZUKjUuLn7GcjkiTWWSxGO1GpJlJWxbpV7f\nZmdnh0oFZFnAdUPy3KfVusfl5SlxrAADvve973NyMscwJFx3juu6ZJmOrlucn1+jKHVk2cAw4NEj\nB01rI0lbiGLA1dVTNE0gy1QEQaTZ3GY8HvDo0QNsW+PgYAdQ6fenqGpErdZlOo34+OMH5PkAy3qf\nRqOO7y9R1QLD6LJYCGRZlZ/97BPefHMfVRWoVCziOObsbM6zZxE3NzOazSquO6der6Npa23sm5sF\nvV6TtexsQJJEXF4+JkmW2PY2siyTJCazmcdsVrBcSug6pKnMcHi2GY/UMQyB1Sqh0ahwdXWKoqRs\nb4t873v7lEolzs8nL7EtFxdTLGuLWm2LOA45P7/mzp2c4XCJrncRRRNZ1hgMTrGsgMnER5IMul0d\nSZI5OXlGt5uzu3v8S6RIv6m6+OUyuCAkLwP9F5n2PwU60G/K/lE46W8rlP+36bn8Lvf7auno+HgL\nuEHTai/J8/8uH+hXv3tNk3j+PEQQRG7dWmera+L+Nnt7DRwnwPMknjyZc3XlIoo1FGWH+XwB+Btq\nyBKKEiGKLRxnxuPHAyRJYGvrDzg4aG567yNsW6Vc3iLLDE5Pz0mSITc3CYoiU6vtY9u7nJ+vGI9X\nBIGEKEYb9SsZ257wh3/4Hp9+eslqVacobGYzEVHs8847bzGdngEWrjsmSQRAQNNSzs4+xDCWgES3\ne5ssG9DrGdy/P0PTZDxvjm3LQIZt7zOZPKTVurVxriLj8SM0rUCSEkyzRZpGhOECQciQZQldd8lz\n0LRbwITpdEEci5TLbWRZpShEJEmgVNpjPH7EkycfYZpl0jSiXm9SqRxiGM9IkjLT6QJJahHHPkUR\noygZjUaXen0trSiK7+F5QyCl3/8IXbeZz3WybJ2h2fYVjuMzHC7w/QRByFBVA/BJUw/L0kmSOYLg\nIwgZlUqDNYvbOYvFCE3LSdMcqOP7DpIkUS6/i6KU8f0rPM9BFME0z4gikVJpLYMZxwKLxRhF6ZCm\nbcJwSJ671GoWknSGZYX0+09JEpXd3Q77+zoPHoRMJo8wzRqaljEaLRkOHZbLMY3GbaIoQZKqJMmC\n8Xi9xyyrAzwmDG2q1RJbW28QRWtpSkma8vbbb/L8eYYkbTMaLVAUFdCo1dq4bsH5+efoeodKpUpR\n2Gjamr7TNAuurn7Gz38uATq93haLBSSJyuHhFpqmkyQLNK3EZLL+fkcjH0mqkWVLnj8/QRBCDg/3\nEQQHUXSYzz0ajZS3397i008vieMSqipTq21zfj5CEFQ8L2IyCYA6pdIBjYZCvV6m09nDsjKybD0N\nEMcO/f4Ftj3j7be3uHt396X61QvK34uLOTc3Aw4OmsRxhChKiCKEYUiWScgySFKGaZo0mxWC4AbP\ni2m1NIpCQJJkfD/nu9/d/yVlrVeri3meA18kTnlhXzVP3e9PCQKBL3Mr/P/dvhEnLQjCvwb+W0AE\n/ueiKP6br1jz3wH/BvCA/6Ioio+/7ud/m9VRvoqN7DfJvv029lUZ+f5+k37/i4Ltr6p2/aYS9m+z\nZv2n9DLYEEUdEHlBIfri95IkieXSR5JaqKpKraYzn58Rhmekqcvenka328HzZDzPQBSr6HqAadrc\n3FzTbq83tCgKVKs61Sp43nMkSaRaXdFo3MX3M6bTjFJJodks02jUuH//E3Z29vD9Fbb9Bra9BCJ+\n8IMfMZ16NBq3qde36PevEMUZNzefUSpJ3NyMsawGoihiGIebVoLD3t4OjUZBtSpTreqcnQ2xLJO7\nd99gOlW4uFhQqaw5tjudf0YcGwSBzmQyR9MkDEOiXteR5RjD2CbLCoLAJ0meIQiXSJJOraYRhinT\nqYqmVTEMm9WqTxCEaFqbNP2M1WrIwcEf4XlzFEUnDAMmEwfPS0iSJSAwn1+wRmprlEoC9XqHIHi2\n0bmOsSyd2ewax4lIkh329/8Q388YDD7n5iYgSQpE0QQ6KEprc/0m8BRNs7GsJo3GMcPhY/JcI89V\nTLNEng+AKkWxhSA4GEaV1eqCMDxFEExc10EUdfb3Lfb2dvnww58gy+0NYCwjjiMMo45tv0FRbDMe\n/78sFmted0XRsW0Pw7A3WIljBoNToIIkqUQR5PmQKMrY3z/E81ZMJo+BnQ1pz5gwnLNaXbG312W1\nuiCOVTwvpSgKguAUSYoQxWyzzgI8BMFDUbqkaY88FzcjRusxtjVUQ2A8vuLOHYtOp2A8NkkSlcFg\nyk9/esrxcUStpqHrIvN5Tq3W5OCgSr//iMlkgm2bvP76Nj/72Q1R5DAen9NuK1xeOkSRgWkKtFom\n3W6T0Sim1ztEUVQePPAoCo9Sqcr29hb3739IniukaZ1ud5skmTEe+zSbFcbjS+p1m27XZnu7R7m8\nJi16IZgjimvJ2ePjO6hqlekULi4u6HZN7t1rIMseYbigKGJ2duovxzF3d7vI8hBNa78sTxdF9vLz\nX7UX1cXVymE69YmiF7PbpS8AXNd7/RfVPcMw6Ha/yK2wvS3+g1dLvw32OztpQRBE4L8H/hToAx8I\ngvB/FEXx6JU1/wY4KoritiAIfwj8D8Affd1rfBvVUb7s6H5XUY5fdY2vzsjbvwTGgK/XEvht1whC\nQhxHJEkVSVrThgqCiCTVvvB7ZVlGs1lhsXAJghmKknH79iG7uw3SdM7urkqjofOTnzzh8vIUXS9z\nfFzm8HCXLHPxvMuNOlBGkpgbAYIrjo5KlErvUq+/xnI55+rqp4jiijB8TqmU0WpJbG1JPH6coWky\nSbIGPo3HCxRFQNO2aDa7LBYhT558jqaBIKj88R//pzx9es5oNGYyuU+7/RaaptBum7z+us5HH/0c\naOD7Hru7WwiChOteIgg2kiTTat3i7OwzKhUDTcsJQ3VD9ymQJE+o12tE0bqn12pVkOV9VDVkMJhh\nWQJnZyEw2jw7JTTNoChm+P6AcrlJtXob236P+fw5gqAzm/2YPFfIcwlJaiEIKUEgIkk5ijInDBeM\nxyvu3q3j+9esVgbQxDS7uO4ZYRgwGDxFUVbEsUgU5ajqDmHokucLikInDFMUxUOWCwQhRNMyKpUM\naPPo0RVFsUQQFuS5QJ6Lm6zHQhAm1OtVrq6WZFlBUbSxrJw4HuE4F6TpjDStoGmvMZs9IssEViuP\nnZ05ihLTam2RpusxPknaplpVOD9fZ3yzmUsQRDiOS5KIRJGAKErMZpfM5wmG0UBRPEolG88rI0kC\nUXTN8fGfkCQeeT4jji/x/YfEcYJpgiAkPH8+RFVbSJKHZRkMhxMgxbI8QEMU18xnqiqRZQXlsoqu\nRyiKgKpucXExxPMUDOMOJycfE8dDZNnnj//4iCDgZX91f7/FYOBxfHzMYDDm9u03keUpjjPjP/7H\nEeWySafzJoqyx/37V1SrChcXMZJUMJnMCEOPVksjCM6xrD0OD8ubOfs5YVgAEXt7a07uSiUiitYT\nH7Isv9zHnhczmSypVEzm85DDwwaHh1vo+pzl0qXdzjk8PEDTNLa2ygyHLlnmAuvzQVVVdnfrXF6O\niKI1PenOTu1Xts+6XfsVPnGZen2fwWD1a6Uy83xNZ/yCW+HbUi39Ntg3kUl/D3haFMU5gCAI/yvw\n74BHr6z5d8D/AlAUxV8LglARBKFTFMXw61zg26aO8psc3Td1v7+ugvDlUakXXNia1v4CO9CrD/kL\npy+KNWRZfPkzLzb1q2teBAZRFOF5FxsUsEazmVIU4DhD8jxgd7dBkiSb0lZCngu02yXSdEgYjojj\ngO3tEnt7a6awf/WvynQ6T5jPNXS9zGCwoNMx0HUJz4sZDn329t6mXK4zHhucnJygaSY3NxPyXMKy\ndCzL4ehoj8EgodW6xfb2EXH8GbNZjCSZjEYJUbSNabpEkcPPfnaOZbXZ3b2LaXaYz884PBRoNESu\nr/tUKncoipwkyfn00/vM5xWm05g33nidJPG5vvYZDJ7T7dZQ1SV5PmY8zhDFhNXqhH4/QhBEul2d\nW7eOWCymXF2tmM99ut0ekmSQZQckyRhVDbi4eILjgGmaJInLbDYmTR22tu4iy1N0PSFNVRTFRZLW\nqlOgoCgySWLTbN5hPP6ANL1CVbdoNLZQ1S5heIKup7z2WoVHj/pMJh6SlGKaR4RhjyDIcJwzisJF\nVfdIEo2iaBFFK4JgRVEU6PoKSdJxXQfDKDEaLfF9FcvqoGk6k4lOUfio6g5pOiFJ5mTZAt93ybKM\nSmUXVbUxjAaWZSEIy0223iXPq9j2H+B5/w+ue8319RRdz5DlBEmKkaQSmlZluYxQlO9wc/NTwtDH\nsmKSJCGOSxhGCSgDEYoiUasJBMH2pjSfIEk+vr8gjic0mzpHR+/x+edlRDHGtrtUqyq6PmMyKZDl\nnHrdoigW6PqEorDZ3m7juguKIiXPTUolkYuLCyTJZDK54t13/4w0VSgKE8fJUZSEXm8PywoolUrM\nZgN2dmq8kIXsdCq02zGz2UP6/QVZJjMej2i1XqfR2KfTaTIaLWg2g80e8JlMFsznEZKkoKo5qlqi\n2ZSQ5ZByWefgYM0xIMsyV1fey4x23f7SNyI6v9jrrrtE15sEwQJZll8SF+3sNGg2sy/s/1KphKZp\n5Hn+MvMOgoDBYAWsZTC73fqvzXBVVWV7u41h1F8mEa4b/dpK4re5WvoPbd+Ek94BLl95fcXacf+6\nNdeb976Wk4ZvjzrK1+2PfxP3+9sIrZ+fTzg/97DtJZ2OzQtpyVcf8izL8LwY153j+zGz2RLDWJeZ\nX4xxJUlCGOZUKtKG13fJapWxu5vR62mUSg0mkwkffnhKGEr8zd88o1q1KZVsfH+OaXaxrCq3bnUp\nl6u8/voemvaL70aWZUzT2lBHypsZYZ3j4y2CwGc6lSmX66RpgmWZ+L6K686ZzwVeCICUyzGl0oow\nvEEQ6jx48JDx+ISLiwgwyDKb27ffQBAkBGGFLOfIcoaqtrCsNqLoEgQe9brKzk6HPLeAnKsrl3K5\ny8VFxGqlMBw+p9HYwXHO6HYNfH+CqtYYjxfYdp3t7T1U1WS1+hBBaOI4ZX760zH1Ovzzf/4nfPjh\nYxzH4ezsPs3m+7hugGn22NoyaLUyXBdOT5+QZcGmZL21uecLDg50RPEKWb5CEGQUBYpCoChC1sFQ\niijamGadKMrIMhdNk0nTGlFUxTQXyHLGYrEgCEJ8f0FR+Oj6ikplF0U5Ik3BdS+Q5RJRNGatP12i\nVtujKIaIYkRR2CTJkjT1MYxjLEvdUK0ONjPPMaJoEAQJWeaTJAGHh0eMx0OWy2ekqUync5fZTCYM\nrwENTatjGDFRJKCqIrZtsrXVIsvqzGZjfB9MU8L324U9VgAAIABJREFUM0BhtXIRhJw4fk6t1qTV\nehvXnaGqGuUyKEqHqysXXS+zWiUURRdZTnnvvTe5f/8Zu7stoIoo1nCcU27fvk1RSJyf3yDLAqoq\nUC63yHONIHhKUfiMxyOCoGA4vGFr6y62rVOtvs6nnw65dauD646QZR3L0rhz5y6+f8XOjkyvV6LV\nknnw4AkvxCf+5b+8w/37N+S5yXyeMR6bnJ8PkGWVev02eZ7iuh6atsL3Ld555x0++eSc2Szl6uoc\n8PE8lfff73F8fECpVHo5PaIo7leeD1EUsVpF2Hb+ksTI8zy2tkpcXFy8JC56Qfn74hx5NfNuNisY\nhkwcR5RKvZfn3RqH8quzYkmSUJQC4CuBYF/Vbvs2Vku/LfaPAjj2wr4N6ii/TcT3u97v18nIXwQN\nmtbGtudAaTODLP7SQy4IApPJElU9xPNcJGmfILhGUZr0+0u63fVn3dzMGY0SiiJH1zvYtohhVBiP\n5xRFwV/+5UNEcY/FwiGOtwkCkbfe2mU0KqjXDXq9MorSwPenL7l8X/3+VLXErVvrDBxKLJc3nJ2N\nEQSN8fhTRFGhVqtSrWqIoszFxQLfF3CcGMPQub6eIIpnuK6Grq8BV6XSDm+8IeI4KouFg6IUlMsm\ny+WAahUsy0AUKzx/fkoY9jk7e0anY1GtJuzuvsPJiYsoqsTxGEHosFicURRtFKXBYtGgWp3RbO5S\nLu9zfi4yn0vYdsDubmlDwBFtDhkZVZXwvBTDKPjggytcN2A2e0SeezjOlEZDQtd1DKNKvW6zWhU0\nGvcolwsWi5gwTKnVJDRtwWw2xzR38bwtBoOEPJdw3U+oVitEUYosF1hWiSyLKJfbFMXrJInDcrki\niha47gpJOqbVug0syLJPEUUHz/ucNFWRpAnV6uvEsUWSrKUfk6SgKOq47hRdd7DtHoKwFvpIkjl5\nXiBJS7Is3BzCFllWRpYVwnDG5eWPMM2QnZ0yOzvf5eJijuetGAweADKlUolG4w7L5ZKiuERVbSQJ\n0vQpWeaR5yUcJyLPq4xGLpVKD0lak9kkyYqtrS6z2RLLKtD1Mp63pChkJMnEtt+mXO6TZUsePvw5\nvj/i1q0dbm4uSZIVup5Tq2kslxEHB9uEoYMghNh2lZ2dA54/HzObrTCMOnfuvM/z549YLkM8b0y3\na5BlDe7da3B4eMTl5QNMU2KxSFmTqOwzGKwz8sPDO4iiiO/7PHr0lCzTkSRngzgvEwQ+R0fGhq3s\ngqLQee+913j4cIGmmUiShCxX6PXe5eCgQ5qeYxjGSwf9686HxWLBz39+yeWlh6qOaTRsJMlAkjJU\nVePgoE6vV3uZKb96jqwz7zm6foTruui6Sb9/xuuvS7/xvPs659avqkJ+26ql3yb7Jpz0NbD3yuve\n5r0vr9n9DWte2p//+Z+//Pv3v/99vv/97/+u9/iN2d93xPf1hdY1Op0Kw+GS5XKGbbvcutX5wvqi\nKDZ94zVPtGXJVCrlTf/qFwpah4c1zs+HnJ31uXPHYGtrPerlOAInJwPyvE2t1mO57OP7PratIooS\nsqwSRevN+6oo/auRsyAI5HnIauUwn4eEYUq/f869e3eIY4U7d+7y9OlnlMsHFIXGd797yHT6hF5v\nj6KwePbsKTc3BqJosbNzRJY5LJcOptnFtnNU1afT2SeO+yiKgSAUfOc7+9y/f4XvFzQaZW7f3mM8\nfkyeu0iSwYMHf8V8LhGGPp3OHxOGLkVhE0UriiKkVDJxnBXX1wGuO0EUZVS1QpqqPH16ie+nVCqv\n0WjscHn5Ma474Pq6z1oYQsbzBDzP2dAr5hiGiSg2CYJTbt/uMJlcIcsjhsMppVKHSmWPomhzdvYM\nQVBIU5NSqUSe36fdbmMYDer1Gp7Xp1RS8bwVrjuh3b7HYDDD82JkuUOtphLHa5BekgzJsoAsk2k2\nb5EkGnnuEccetr1iNnPRNHvz/5iyXOZMp3NKJRNBeEKWiZhmCxhRFGUmkyGCIJNlHUqlbUSxg2H4\n6HpEuTxnezun222xWKz7uFtbBZbVZTodIssGjjOkWt0lihoIgk+pVKPV0gjDx+i6wWqVslpBmg4p\niia+H+L7T6lWVR48+N/pdk3q9W3K5bVAxM3NE0qlPSSpiufJlEp98txDUWIuLq65ffsAWYbJxGE+\nf0IQFGhaE1lesLfXRJYNdF3DNC1Wq5g4VpnNJszn11jWO2ham4uLIU+efMB8PkGWMyxLwbYXiOKU\n27e/g22vFd4uLka89dYeoihyc7NkMlFJkpTzc5FGw+bw0CRNn3N5+Zj33uvw7rvbvPvubSzL4ubG\n4fPPH+G6HoPBiGpVYT7XKJVkfD/5SpT0/v4azLU+myQ+/vga07zN3bsCV1djLi4e0ust2d5uk6ZT\nSiWB09MRoqijKMUXVPVkWXwl8w42Qh0CYRhu2jNf77z7qnPrN1Uhvy3V0r8P++EPf8gPf/jDr7X2\nm3DSHwDHgiDsAzfAfwb8519a838C/zXwvwmC8EfA4tf1o1910t82+4eI+H5dRv5q0GAYBrVaxGoV\nIkk1+v0lnU72MvqWJAnLUrGsCkWRI0k6ophv+sm/UNCSJIn9/Q5BMKfdLr0sg0O8mcd1NmIaCmHo\nYtsaoihQr8sIwoIg+MXmX49WrCPnKFptEOMSn3/+Cc3mPqapUK/v8vTphJ2dY7a3G1iWTasVcu/e\nAUVRUK9fMZ1O6ffPWCxA0+rkucrJySVZlpPnIrWaiG1voSjXhKFPELg4joSqWsRxlU4nYDRyEASd\np0/PkGUbwzB5/vyc8bhEUQypVFTm81MgJs9v2Np6ne1tA99vsFw+wPcjBKFDvW6jqj6r1SWyvCII\nRoThM8JwQKslomkJSfKER49cptMZnldFlvfJ8whZnhDHKywrJ0lSjo4qGEZGFGUEgchqNWKxyHFd\nmyQxqNct1jPLAbqe02wq7O7WyHMd318rQynKkGpVZjq9RpJsBKG60WtuEMcOqqpTFBXm8z5RFOD7\nY2q1HSSpQBDq6LqGZa3bHKvVEGhTFE9RlC6Ok6GquyjKDc2mies2SJI629td0nTFdDohCKbo+poO\n1DTb1GoiOzt7yLLLZHLCaBQzHF7T67U4PGyQ5xbzuYQoLimKiCQJODm5otutIMtlBKGEqsZYVokg\nGBEEzqZHegdN8+l09giCc2S54PXXuwhCQbVaYjrNGY8dgmCGaRpkWUKv9yaLhcN8HhNFMzRN4eLi\nknK5Rq93l3b7Lg8f3ieKVty9q/LkyQPCUGY+z0jTFb4fYds+NzdTRNFCkg4Yj6vIsoqieHjemrrz\n8HDFbBaxWsHl5ZqwZ3+/zdnZFMOosL1d4fT0Ac+fX3Dv3hv82Z99n+XyMd/5TpW33z5ClmXiOKYo\nCrrd9Rin50W0Wj12d3cJwxum0yVpmv4SWPTkZEC/7yEIApWKgOflLxWqtrbqzOcKrVYNSJjNVvz4\nx1NEscLOToXd3XUV7YWq3qv0wS/4u7tdk6JY4Lreb3Xeffnc+jpVyG9DtfTvw76cfP7FX/zFr1z7\nOzvpoigyQRD+PfCX/GIE66EgCP/V+p+L/6koiv9LEIR/KwjCM9YjWP/l73rdf0j7NkV8rwYNQSBw\nczNif/8YRVG4uppwfn7J/n6NXm/NNrReu6RWK5hMTmk2K+R5/lJB69XRCVFMiaIhee6R5yHdrs10\nGnLnToMnTy4oihDTPGF7u4fvn7C9bXJ4ePxSkhLg9HSELDcoimTTlxPo9arUaj1MU6HXa3B6OuTq\nKkCS1uCwonBot0sIwlq8/vBwzR9sGB1aLRnfD/C8dZbnukvKZRtNGyPLbIg5poBCtXqIrmc8fTpg\nMDij1WrTbDaBOoPBDWkaEkVbmKaGorQZjz+g3bbZ3a0xnbZxnD7lcoV6PWF39whYg4XCMKTTgVu3\ndvj44894440/pN/P8Lyc09NP+NM/7TIaBdRqu2xt7eP7DnGcURQDNK2JYaTs7dUxzYw8j7lzp83H\nHz8HJFarlHL5kOk0oChCRDFgPp9TFE2iKKdaVTCMiCzTOT7uMRrdYBjbSFLO/n6JZ8/OODjYYjod\nI0kSjjPDdScoioVlpfR6x0iSynyeM5splMsWzSaYZkCptMXpqY/njZAkA8t6G1FcbkaQFuT5Et8P\ncd0SmiYRhgvAQFVTBOFm0ycfUyrJOI7M+fkVntckjmVM83U8bz0zG0UnlMtlGo0unldFkrZI03QD\nSAsYjUIWC4HF4hlZlhNFVyhKDdM8QNOmgMFyKTOd5vzVXw1I0xGSlNDt7uE4Q/b3KwwGVxwdfRfT\n7BBFz5lOx9RqxzQaewTBJ4Shx3y+YDIZsVhETCYznj6dcH3dp9k8pigyxuMnrFYDyuUa3e4hrivh\neSvm8wJwSNOIt99+i+VyyQ9+cIZtd9jZ2afbvcVgMOH582ecny/odO6Q5wU7OzZBMKFeB1lecetW\nG1mWCMMQ3/f58MMz+v2UUqnE4WGZPM+Zz2c4TrQR9yg4OZm/FMHRNI2rqzmTiUy5fBdBgNWqz3x+\nQq3mAiIfffSUJJHwPIMoCri8nON5DXS9xePHYwB6PYssy2i1zE01J31JH5znOUdH3S+IXwCbjPq3\nO/t+33f+29k30pMuiuL/Bu5+6b3/8Uuv//03ca1vi32bIr4XQUMYhsAaoXlxMXrJHCQIBv3+ksND\n7VdShK5HJ+AnP3lGUdQxDIWtrbskyQTfXzAeJ/T7LtWqiGHovPlmdYPu/tdfoPN79TuJoogwzLFt\ngX5/jqKsDyVZNvC8MwRB4OJizGrl8/TpAwTBptVqUC5vM5tdv5zt3N9vcXQ05uzMJUlkRHHJaLSk\nVHJ57bUShtFiMBgzGk0pl1NUtcT2dpNm84B+f4LrzimXm5RKGk+efEYc2yRJQLncYz4XKZdNajUN\nVV2R52c0my1U1aJahU4nxvN81lrWBrK8BpBVKhb9/hXV6m0cx6DRWFNztloHWJaBpmmUyzKSNMKy\nMgQhYi1e8RzTjLi5+Qn37h2QZT7NZpOdnbtkWcJg8IDlcoGq1jCM25ye/jW2bbCz06VerxJFS6rV\nNYJaFDUajSN03cb3x5TLMo4zxnEGDAZjfP8Gyyrxne/UuXXrNR4/PkEUa3z44Y9wXQVZbiIIMhcX\nIYoi4PsjymUJUVSZzxOKYkW7rQEVZHlCksw21J1loshktTojioYIgk6lUqIoVsSxQBSVgAC4Talk\nMJ+PkOUavj9G01rkeYk4nvD06ZAgyGk0DhDFlDRtIssas9kUzyshSW0EYYYkiciyS6ViEUVLbm4W\nKEqDNK1zcaEjyyHdrs/9+w9R1Q6y7KKqOhcX11SrEyxL5dmzEculw+npDZ43xzBkTDMlCARmM9jf\nf43nzxckScFg4LC9/TZJUqUoFsCSOB4znzvs7NxCEMBxAqLIZDLJmE5TBoMF3a5CtVrd6HHryHKV\n27e79PsxH330DNNc0uuJ1OsFkpTjuh7n5yMePpR5/PiUra3vkWVQFHWur4f0enV6PYH9/Q7X1zME\nwaBS6ZJlGf3+lF6vRhyzKVu/yE5LHB11cJxH9PseSVLwB3/wNopicHHxhMVCwDQrqGqFohC5urqk\nXo+5uMgoCgVBgIODKm+8sc2aWveL+9p1XYZD928lhPEiobi4GLJYZOi6xN5e4+/0HP22UUn/bewf\nFXDs9/arTRRFdF1HUZxfYg7SdR3f916WlX5VgPGiFP1iw8uyzNmZiyBoVCq3N0CYEbZdcHBQ/7WK\nWUEQcHU15+ZmzmAQkucyogh5nqCqNXRd5vz8AbbdIwhidL3KaNTHMAps26RSMV9y+o7HPrZd5u5d\ngclkRa/3OqPROa+9dkS/f8L5+RWzWUKns41lKUwmcyQpxXEuGA4XQMb+fhdZrjGfFzQaW0RRxMnJ\nQ0RRx7J6NBomjuOwtfUGb775z+j3R0wm1xwcNJAkl//wH36AKKr4/oRm0+bBg0/5kz/5I05OEoJA\nZLFw0LQymjbn4cM5JycjHCek3b5DnvtcXJxg223S1Ofw8DalUote74Dp9DGnpzcIQoM0LbCs8kbT\nek2CkmUpolhmuczRtHVp1XFOaDSOKQqbogiIY5FWq8rZ2WesVnMcJ0LT9hFFGdu2ODt7xNXVA4JA\nJMuuN/1jBVlus1gExLFMp1OQJHVc9xrPCxGEgNnsBxjGHZLEZXdXRxQ1PE9gtVriOGumOE3bwrbf\noig8NM1huQw5OxMxzT6KYlMUHRSlQBBUSqUajjNEkirUarcIggGiGAB7zOcPGY0+R1FUisJE0xRK\npTeIok8QhAaK4m7Q4WOSRKPZ7FEUEq4r4jghjx45KIrE++/XME0bzxuRZTGum/Ps2ackSYqqVpGk\n26TpmMHgBNf9G2y7SZoaTCY2smxiGDAa+ShKSK0msbv7XdL0gnfe2eLTT9cKYLoeIEkxi4XCYGBS\nre4zm+UMBlcYhsZoJBJFA7rdbQQh4PJyxWDgYBgx77+vY1lzptOYkxMXXbf54IPnjMcSjjPi3r19\nlssZsuxydCRvpjTmBMGM4+Pjl3s3itbZp6pCnocbwhIoipB2u8q77+7z+PEI11XQNBtJkkjTlDh2\n0PWU6+sL4njJzs6corBQ1dbL7HY8ntLtSgwGq5cAr1pNZToNXyrx7eysR8B+21nmIAi4vJwSRSKa\nltNqmX9nhCXfRirpv4393kn/E7EXEWO3a9PvLwjD2ReYg74KxPVllPhw6KJpFXS9gSDAkycnXF+P\nMYwtwnBJq2UjCDppGv3aSsILgIiqtjg8rHF5OeH6+pR2uwPkPHnygCAYk+cS1WqdxcJBFHfxfY9S\nyeTsbECerzY95JSDgzscHJS4vByR5wt2d2Xee++tDe2iQ6XSot1uUS7vMJs9JM9jfD/G94cslyHb\n23U6nW1+9KPPmExc+v0+9+7d5v33e0ynY1arMXE8YX+/hiAIG37thNu392k2BS4vXUqlQ5LExLL2\n8bw+1WqH+/fPEYQtzs8fE0UW1WqE48gkSW2TLc45P/85ltXh+LhJs3mL6bTNchljGOUNU9QBT558\nSLlssbVl4Dg5FxePgK0N/3MFVS1TqzVRFJ+iSKnVqtTrIp9/fsp4PEVV16CnweA5BwdvcnKSkaZd\n8ny+QUpXEQSPo6NbDAZDikJitVpiWU18f46iCKxWV6SpyGKhYxh3aLUSVPUpYXhNUQRMpxpFAbXa\nLrVaCUlKWa0m6LqJIHjEsYth9JjNrlAUgySJ6HQErq5+SlGUiKLPqVR6pKmAZTWJYwARVS3hOGNc\nVyAIPERxgCi+DfhUqymSJBJFGZIEzWaOZXWQ5RlBMOL6eoHvK9RqNTTtNeJ4wZMnPq+/bmEYGpom\nsr19h1JJYjA45fHjPrpeIUnmVCpb7OwcsL1t8fHHnzKbmQjCml5VlgOy7ARJkjCMBo1Gj4ODKlG0\nzfPnJ9y79xqSlDEczpnNRrhuiiRFCILNdBqQZSqVSgtBUDg7c7m5kSiX36JclphOrxkOHSRJo92+\nzenpEE37HrJ8RZJ06fdn7O5WaDZl3nnnmCRJOD+fIEki/f6MXk9ElmUkac2VsM6mB/T7jxEEgW7X\npNdbl6crFQPLMplOp/h+TqsVEwQJSeJQq2mYpkmtFmMYFRTlFzSeQZBxcjKkVNrBMDSiKOLjj5/Q\n6x2i6wqaVmU4nLO31/yNSO9Xz5s8z1+C2up1kzD0+fjj5/yLf1H+Sv363/U8/DZSSf9t7PdO+p+A\nfVXE2OmUfok56FUQ15cjyyxbl7t6vRrD4ZQkERgOB3S7HYJAJ8tMbm5mNBo5qir9Wof/KkBkTUO4\ng20naJrA5eUK25ao1Xo8eDDlb/7mOba9i65XuLz8jB/96G+AjHff/QNcV2E2u2a5vGJ7u40s61Qq\n0O2WKZfXG7vT0dH1Oq4LQeAzGk04PGzj+ysOD+/S7z/BNG1+/OOPcRwNy+qxvd3m5uYE2854770d\nbm5cdL2BqoLnKTx8eMZikQIBW1syUSQxm01RlB1kuY7rOrjuc0zzkO3tXY6PLfr9c6pVmfNzF1Hs\nUhQ5R0d3OD8fIwghq1VCEDzCNI/Icx9RVEnTtQpUuVym33/K7dv/CYtFGVUtsVotUNUGnrcgCBaM\nRo8xjD5HRzYffbSg08kJghDPS1AUgyzzgBaOY+K6C4JgCISbjDKiVMqpVm3iOCcIhgSBQp5HOM4T\nNK1GnrcAcJwBmtZmMBhjmiWiaM7BwXdpNLoIQsj1dR9Nm2CaMWkaE0VDRFEgSRyGwwGy3CKKRLIs\nIAimtFodDg52UdUyjx79nCRR0PUGspyTphmOExHHIAh1RDEmy8ooikCexywWP6YoFtRqh7Ra26Sp\ngqLMse0uopjh+zOgTBwvyDKXSmULw4DT03N8v8+9e++QZR66nlGv73B4KFGvv8lsdkUQXL4c01PV\nkPPzv97MFe+T5zmqaiFJBYqSEgRTYJujozLQoFarkaYD3nqrxs9+NqJeb+C6NkEgYhgO779/jGUZ\njEbPGAwuiOMejUaHatXEcS5x3RzTzDb0oBFJIiBJkGVDxuMlrdaQ733vfWRZ3qCwaxwcNBgMlpyc\nPP/CCJVhGLz++j7HxwnwxdL0C/xJvS4AGd3u65ydbTGfC+S5hKaJG1BpulG5CnEcn5ubZ9TrDVot\nk06nshH4UDZIb+elQtcaUf6re8pfPpeqVYUkUV6C2nTdZLVSiOP4G3fS/5TIUX7vpP+R21dFjC9E\nL0ql0hfAHi9AXF8VWb4AdciyzN5em9VqheOYmKbJfO4wmVyg6wmHh3v0enu/1uF/GSCSZRnVqkmt\npnJ+vmawkuUS7TbMZjecn1/Q6Rxx9+4hJycnGIZOo3FEmiZcXd3HNHcAjdFoheOEXFw8p9ttIAgp\ntg3n51dcXo64ublB0wzK5Yyjow61WoXhUOfsbMZwGFIuG2halckkIQgyBgOH1157i7t3LUqlBq57\nxUcfnbJaedTrLRwnZrEo8LxrBEHn7OwZ5bKGKHq0WvWNEIVEqwVbW7cZDJ5SrUoUBURRicHAp1I5\nBhSS5Iai0ND1LRznivH4M+bzmE6nhSh63Ny4zOc/2KhtrQU38twnjktk2RxR9JHlGsulSBxLeJ5J\nGMJqNWA89ghDEUFocHr6HNsuc37+E9ZCIHV2d1s0m/uMx08Zj8fkuYAsX6Io4kZnOMT3pxSFQp6r\nzOceUaSTpj5h6PH06Zjz8wW6HmJZTY6Pq2SZwMOHA5JkSpYlGIaA54Es18gyH8O4iyAMqNerzOdj\ndL1JGJapVGpIkkMYFnjeJ0RRFdgHYqIoRhTb5HmKaVqI4gWS5NNum2iaxnLpcn4+ptsVuXv3XY6P\nt3ny5AbXVdD1HMNwmUzOCIIboshkuXzKJ588Ynu7DKydRFF8gmnGVCohOzsK5+eXhGELXbeQ5Sqy\nLCLLkCQ+giDRbArs7R0ShnOq1Rpvv/02tr1HHG+hKAOazefMZhcsFmvGvV5vC1kuCEMHXRewbYnV\nakgYDvE8Hd9fcH4e0mhYjMdjoihDlnXK5RhVzanVAr7znbewLIvhcMiPf/wMTdtGlhPu3m1Sr1fZ\n22v8kva7KIoIgvCyj/xVI00AluVjmuVX5qPntNsWH3xwBtRwnBV7e+8wnU7I8xLD4ZJOp/IFha7r\n66dk2YpabXujwPXFitwa7yL80rk0mQyRpIgw9NH1dSatKAmqqn7j5+I/JZDa7530P3L7OtShaZri\neR5RVPzKyPLLo2WiGCHLYBjdzbz1FWF4zQs92sFg9VIZKwxDrq7mHB1pX/lZa81pm35/ia6X8X0L\nw6gTxwGNRri5zg1BUBAECzStjes66LqBYZik6ZCLCxfDaHBw8Bp7exXSdIogyDQaB4DAcrnWSK5U\nRExzm48+eoogzGi3Oxwf3yUMf8bl5ZB79w42SN8egrBGW68R0nXyXKFUKnN0VKfXu8VkEjIYXLC7\n22Q+f4hlldG0E/b39xCECb2exWBwiu/DcPiU3d0SR0cSz549JI7LLJc31GodkiRGknKSxKcozmg2\nTabTU5rNQ/K8zmSSIIq38byANF0A8UZJaR9Fyej1bjOZXFGpNPH9G7JMw3UFVquM5TLEMGrY9h5F\nYZCmE6IoZWvrFoJg0W4fkqbPGY+fcnNzTr1+QLdbodmscHY2pFTqUBQqSSLh+2OiaMRikQDGBn2u\nEQRQFDU0TWE4/BGt1jGNxhZvvvldHEfE9yOWyxFJMkBVffK8QNetjbPtMpsFtNs2ui4QRRHz+RJJ\niiiVymhakySpsVgMkaQqklRD02KKIiDPoV7voGk7ZJlLEEioahVVlTaAR4W3377H559/TJpGwDWq\nmiEI36PZ3GKx6OM4MZYV89prB9RqBXt7uyyXQ5bLgCjyWC4ztrd7hKFLlq2YTGZsb++jaSpvvrlF\nrZZTr0vMZiP6fYetrSbX1yeUywWKEiJJImmqEMcBq9WSH/zgPv8fe+/55Mid3nl+0jskgIQHylc1\n25BsutFoNFJIcYpYxb7Y//XuvTZ2NzSnu6VuhmQPm8321eVQ8CZh0pt7AbCmm+RwHDnSKPi8q6iM\nLFRV5u9xX+N5bwMhOztH3Lt3i3o9ptf7ktnMZX/f4Wc/+3s2hjS/4vbtHN/vAiayLPNf/svfUSqV\n+fLLcz777JzlsrKdLGh0u8+4f7/A0ZFzk6RfVwkbDmc4jk2xqN9obm/Uv5Sba8MwpN8/J89zOh2L\n4+MWsixvJ1U2kqRg23XyPCLLXNbrJZVKfOPQJQh1Dg8NSqVddD18o1h4vXPOsoAoyqnVXj9vNO7f\nb/Ho0UuWy40a2wcf7HzvXTT8x5OS/lPixyT9Fx5fVYxhGN4IBrxeMU6nUx486BKGEpPJiPv3Rer1\n5rdK9cmyzMFB7Ub7NwwzFovFVuTEodUqoCgOl5cTNjq+Cd3uZjTueSOqVR3btre7vDer+I32Muzs\nVOn3X5IkHlHkcnRU49mzK4JghqaZHB3tsFirBc4VAAAgAElEQVREnJ39mkrFRBRnOM4O63VCrbax\nuTRNE9ddEEUxsmxj2wGCoFAoNFmteth2gq7LzGZD8rxCFHXRdYXhcIDr/l/IssD77x8yn884Pb3G\ndadMpzOWyymetyJJbGS5ymw2ZLWaYNtlNE1G1ycUixst5lLJodcboGkF8tzjvffeI8smZJmM44yI\noimqOmY61ahU6hhGTrPZplwuMZvFtNsdLMuh30+4ukqo1w9Zra6oVG6zWj1HFCtcX7+gXG5wfv4S\n0xTwfZckCVivA9ZrB88TWK2KW/GVIUGQo6oBi8WAWu0Iwyjj+xuf60pFIct0ZLnFYrEiSaY0m2UK\nBZXJpMRsJrFeT8myKqJ4F0GoEkW/RJKKQI4oZsCMUqmK607Ic5k8F/D9OoLQQteb1OsFdH1Jmopo\n2pBOp8Fs9gzXHZJlPp7nEsfa1u87ZzZzse0iqlokDEcEwRhBmCLL+3jekFqtiqrWuLx8RRxPEQSH\nRqOAolj0ep+xu9ui3d7jv/23WxQKBh9//BlXVyrLpbVVTHMRxQxB8Mgyj9FoSa2W0uno/N3f/R/0\n+z5B8JKXLwPS1EJRDCzLxTBCRLGHbR8wm51x//5fsXEdE3DdkGbTwbKWJEmKrp+gqkWazTpZ9opK\npb2dtmg8ezbhzp1jWq0A27aJY5nj4xMURWU4dJlMAtI04tatBqIosLfXYL2G4XDIJ598QZqWqdcr\n9HpjFEXFsnLq9faNWUWWZZyfj1GUGuNxn+nUYTz2cJyUFy+6HB3t3+gVaJrG9bWLZXU4OfnKGWtx\nk2QVJUcUN3KenrdCVaHdLpOmGbdutbdJPf2aHvfopsj/Ns3/6+tn2Hb4hqVuvd7gH/6hutVZUH+Q\nBP1VfNsk4Y+hjv17x49J+i88RFHEcVQePPiNVvAHH+zcdNAPHnTR9RPKZRNNm/Lw4UM++ihD04Qb\n7+vFYvENWoWmaViWiq4XiONs22m66LrOaqWSZQFXVxGCUGI4XDCfBwwGn/HBByfYtv6G3N9XSO+z\nsz6jUYjvJ0ynA5LE5W/+5if81/+6y//4H09QVYe9vSJpGrNeX9FoJLz//s8JAon1ekK3e85f//Wt\n7QET4/tzPv10xGQi0u0uaLVKWNYOaZqg6zHNZpk4Drc7tConJ3cQBIkkyUmSlJOTj7i6mmHbmyRx\n//5P6PXOGI8ler3nWJZAGL5iMHiLJDGwrApJsmI8ngNz7t79K1qtt+l2x2iaxOXllOvrEE27ha4/\np1Ix8TyRPBfxvD6NRgVRnGDbHouFRpZJ9PunrNcKsjwnTW3G4zmynJDnErb9EyBmPO5hGAt2dkJm\nsx6jkYppHpEkIqqakiQxea6RZUOyTCLLVCaTHFVdoCgqgvCEcllAkm6hqu/Q6RhMJv+K532J5+0Q\nx5Bl18iygiiCpuWkqUcU6STJAF0Hw9hFkkKq1dtUqwZZ5tPtniLLHbLMxbJkdN2l0Sjj+2PqdYlq\nVcJxiqzXEWG42eWn6RpVVTGMKr4PqmoSBFcUCsm2ELqFIORomkOhsAHqBcHnJEmIaTbY2XkLRQmJ\n4z5HRyrlskKxeIvFYkSWWcTxnMViQp7nhGEXx9GQ5eJWzzykWi0zGs0plWIGgz6a5pMkS2RZZDQ6\nRdNAkjxu33YYjZ6T5yHD4RWNRo3j4x1evXpBuZyQJAG1moNhjCgUbFS1yNVVhCgq9Ps+lYqFqt5C\n1w8ZjV5g2w3abQ1RdHj4cKOXbpotJMkiSSCOe1xejqlWbbrdBYtFGUjIsg3Fq1TKaLXAcSpEkctq\nteL62uXVqyWKEnN+PqNWe5sgmDMee2SZxt27ZURRvKFrbXT7XZJk49lcLMY3E7dWy+bycogorjk9\nfUqpVCaKxty/37pJaN+lx52mKXEsIMubgl/TNGq1EmE4JI71NzpZURR/0OT89fPxu+RI/xLixyT9\nA8cPzdPbCB5EN1rBm69nlMsZURS9AdQolyuEYZ2dHRPbtgnDkJcv+7+FVtGg0ylxdTUjSaZEUc7O\nTuVGeazVsrm6uqbXm7JYiGSZQZ6rjEYppZLD9fWMo6NNlf5Vha3rMePxENeNse1Nxy6KMuVyeWsH\naXJ42ATg8nJAnssEgY4opty/36TfH+K6fVx3TbFo8PBhF9NssVxCq2UznX6Bae5xeTnk7bdvI0km\nv/71L+n3XWy7w+6uw2KRMZ3OWSyGJImDIETU6wajUYnJZMVoFHN8fITvj3n33Tr/8i/BVmhFwjQt\nbNvk6MiiULAoFtWtvrnMaDSi250CddbrOUGgkSQOjYZCsVggzycA+H5IFEUUCgrd7nMmky6gM50u\nSFOLOL6kUFCAIuWyh+v2EEWVQmGPMPRJUwNFEVGUAJCJIpDlGWmaIwhroEqh0GQ6jcnzcAvIkkhT\ni0KhQp4PGI99gqCPqqr4vosoRlhWgO9HhGGZJCkgiqOtmIxEkqzx/T5hOOPo6K9ZLC6RpM2IXFWn\nW/CRR6nUwbJUCgWdPD+lVDrk0aMF1eohV1cT8lwlSWIEQcd1FxQKMYIwIY6XNBoRi8Uay8pw3S63\nbh1sC48xOztVLi76lMsZ19eP2N3tUCiUaLX2uLiYcXb2jIuLCZPJEtsukqYR/f4Vuv6CarXNZJKR\nZQmHhyV+9ashk0mPBw+maFqR58+fUKm0MU2bw8N/Aq7xvB6zmchPfvJVcavguisEwQUysixHlqFQ\nULl92+Hy8gXD4RV5vqBc7iBJIaDgOGuS5JownLO3V+Pu3Sbj8ZrT0yskyaJSqXF0dEIUuaiqxBdf\nPEdVa7juAsOo8uLFU/L8yXY9MKNev8PZ2YBqNWYwiMlzm+VyznLp8emnT9jfl/H9BaZpoWkeQRBQ\nKpUIww3Iczx2gQLLZYLnZVxcnHNyUiVJEvr9JVkm47oeH354H1lW6PXmfP75iMPDlN1d5zvHx1EU\ncX09RBBSNE2kWjWxLPVmMvfv0b1+1378Lwnp/WOS/gHjz1G9va7d/VWsVtLWyELdAj5+A9TQtBTL\nsoBN8hSE8m+lVRiGwcmJdoMUX69HN+44k0lApSJxfZ2wt3fMYLBEFGNGoyW3bkGaSjcglq80gQVB\nQZJMJEnFshwWC5fT0yHHxy2qVYXRaMx6LRNFS+bzFYbRIk0j6vUirrtgf79InueY5h7X11NmsxKF\ngsatWyqKUuX8PKLTkfnsswBNK6OqIu32IfP5hp6SJPvMZq8QBJEkyZnPRa6vr9jZOUAUE54/nzCb\nhVhWgONYXF1NuLgYEcf7eF6AJOlMp5ccHRkYhsLensEvf/kps1nE2dmnWFaV9XpFmtaYTq9RlA7l\nsornCcRxSq1mo2kW5+enDAYXjMclbPttokgiiq7RtAWCAEGQkOcJpZK4/dttrBbjuEMYrgnDjDyf\nkaYLsmxOuVxCllPyfAdZbm6diwR03UNVdZZLjV5vzGTyL+zsvIcgBEiSQrl8G9tuMpksiaJXGMYL\nZrPnpOmALDPRtATLynCcEyRpuuW4jojjDbCrWFQxTYF+/xlh6GOaVT788B0qlQZBoHB62mM2E/D9\nIev1GlFUsayEMLxEEBQaDQdBMEnT5EaPvNnsMByCpilcX3+CZe0gSUVard3t/7HK2dmIoyOZ8/M2\nFxdTqtVdisU219cmvn9GuSzzzjsyzeY/YpoOn332DFk+Yj4XePnyJRcXlzSbH2HbkOcdRFHCtkGW\nRS4uJuR5Gd+XGI+hVMoIggXz+RWffvoAxzlAEBLu399Hlj1OTgqs1wU+/vgFxWKROD5HFBXiWOJv\n//anmKaFYUxRVYHVamM2c/euhWFsRGEARDFF1xVqNQNFgWZzjyRR+eyzL9jdrVIuCzjOu0wmPcIw\nIE03ym3zeUCttstweIGmtbm4eMbx8bssFj1arQ6TiY+ub7pYURQply2ePDlDkhqYpoKm7XN5OUVR\nFFS1vlXsE5jNAiDCNFuEoY4gWFsxpG/3sf8Ko9LpHDCdBoRhRrd7zs9+dvy9dcxZlm0bhG+KJn1b\n/O79+F8O0vvHJP0DxZ+Lp/ddKEZRFPnggx0ePHgTqCGKIkEQEMcChcLGnSfPN8n067QKURQpFouY\npsmLFz2Ojm7f7JhEcQm4hOGMPJ9RKnXIMu8bo7CvNIHzPGY43KhWrVYqeW7z4sUTPvywguNE+L7H\najVkMhnSaBxTr+/T6425vr7AcXIqlTrdrsdqtcIw2pRKHnFsAxvEqSiGtFot7t17G0VJEQSw7WPu\n3BE5PR0wnT5DEOaIYoxptjCMmFKpxmef/d/UahVGowhZVnn8+HMMQ8a2XUzTRpb3OT19wPX1F+i6\nh2WtKBQUvvzSx/N01usZxWKHPFfJc5/hsMd8fk2lIpDnNSQpYGenxNHRLp9/fsZsJjCfa8jyHqVS\nleVyRRwPUJQSzeYuo5GCKAb4/hWqmmNZGZIks16viaIIy9pnNjsnyzKSZE4cJxQKGrK8QBQNVqs+\nYSgQBBK6XqZQuI1pLkmSKev1NWmaI4obf+ZisYBtW2TZDFmuEIZrfL+w7eo3e+eN/WeZLIuI4zWr\n1YrFYkS1ugGUGcYejiNRLLZIkgKz2YrZLGQ+V7YKXxlp6iDLLQoFgb09EdNcY9sGktRB0w6Zzz0k\nacbFxf/HwcEO0+k5qmqTphq6bgMWy+UFtZpDmhYpFjVmM2kLoHvF8+crlssEWRYQBJnVaki7DU+e\nPGEyAUnKsW2DwWBGELyFqn7AePyCcllEknSyLMV1R+S5Sqm0i+uuePHCYzQasLcXU61avPvuO1hW\nnTxfsFym1Gomt26VOT5uUi4bpGmT9TphPl/T7X7C6ekDTNMmy5aYpkm/P94COF0cB5bLLqIo0W6X\nqVR0lkuVV68GSJJJGC6oViXK5Zx6/W0cZ5d+36XVKiMIPmG4ZDrNCQKTOFa2FMucTsemWg1oNERc\nd0S57LO/v9kBj0ZzokjGtnNsW0WWU+I4Jc/BspTtmFpkvQ6RZQ1F+aYY0rclyK8ahWKxeMMo8X3h\ne0Nt+77Py5d9+n3vDcDbb2t4ft/9+F8K0vvHJP0DxZ+Lp/e7UIyVSoV/+IfiDVAjjmNevRoSxwLX\n10N2dgyazRJXV33ieEGeO+zsON/4jJvRtP4a0ETBNMu89x7M5wmOU2I8vqRYzBCEBZ3Ob+7R6ZR4\n+fKaxWLIev2S+XxGo7FDp1NFVe+QZT6LRYptH5LnEbK8cSJK04y9vTaum2FZM37962vOz5fMZgnv\nvnuHSkXlxYtHzGYJeR7x/vuH7OzUkCSF8/MRoJDnazqdCpZVZrXyGY0iXFclywQsa+MI5jjHNBpF\nJpMNnanTOUKSIiaTKUnikaY95vMVuu5g2zJBUOaf//kh779/h2bzhGr1Iz777F85Px8wmSSY5i3q\ndWi1NKpVj4ODEq9erRiNfLLM2dJrJkiSj64nyLJIEMTouosoljAMBcOQKJU0FGWJZSWsVjJJMkHX\nZdbrFaJoYhhlBKFKmq4QBIc09anVHIIgRBRnBMGaKFIIglNqtTK6vk+arreCLTmLxZrV6hIYU6sp\nzOeQJLcwDJMsE/C8AEHIkaSIMIyJ45ws08iyBYpywGLxEtM0CEOP999/F9dds167XF8/JooU8ryA\nKHYQhDWCoGGaBra9QxxvVihh2AfMLZisTByvKJUqpKlIs/k+pZKCrh+xXj9FEDLq9TatVpXRaM6z\nZz00LWc8vkKSHFT1NoZRIQhesl6LlMsarjulXL5LFMnM5zHd7nOCIEWWVXq9c8JwQZ6vkeUL3n33\nPhcXMyQJskyiVNLxvAW93uckicOrVxL1+iZp2naCacrUavpN0qpWS/zbv70iDG1c18V1i5imzMlJ\nFUHYYbn02NnZ4/p6znKpEsc5BwcW1WrCvXsH26RSo9t9QRAoRJFHo5GS52vm8x5BMCbLljx40CWK\nhpRKCs+fzzCMQ2RZpF7fZTJZ0WiYQHkrXTrj+johSQSm0yWNRgfXnbFahVxevuDoqE0Q+LTbpZsi\nv1LR8bwecSzi+yHttvM7k9q3US4VJf9ekmCWZVxdzZhOVYrFXfIcxuM+qvobNsnX4+tn73ftx/8S\n4sck/UfG79o1f1eH+33vqX+X4Ycsy8iy/I0KEwy63XNarRr1ekar1cayrBvKxu/6fRQl586dXa6v\nXaIIDg5qtNvFNzxvYfOSaJrGO++8g6YVefRohaoq1OsKlUqd6XSBotQol3cJw5Be73M8LycMXyCK\nIqXSktUqxXHe5fAw5uHDX/A//+f/iW2XMYyIe/dKtFo7BEGNhw8vuHWrRqcjkiQpomigKAqe1+Xy\n8hmNxgmnp19Qq73Dep3jOE1Go4fMZibTqY7vg+tKKMqIIEgZDkOKxTGet2I+nzKbyQyHCorioKpz\n4rhPu13iyZMnTKcFssxE12MqFZN6XQOmhGHCauVzefn/Mp9rtFqHHB21SFOYzT6n1SpiGC5BUGC1\numJ39xhN8wjDJbValYODEt2ux2TSI0kykkTAMGoIQgNFOSWOLVS1CqhE0ZggGKFpRfJcR5J0dD1H\nVUVWqwVxHCLLTdbrBVE0QdMmyLLBcqmRZWUURSfLbKJoiCCscRwDw4iJ44gw3Bx+sMdyOUQQYlz3\nCsMoMp26BME1k8klrrtCVd9CEIrk+RBFkVCUEqK4oYeNRlNWqxRJiomiF1jWMTs7LQaDYNu9WVSr\nR/R6p0TRAM+b8+zZM1TVIIp8XDdCEExOTj6kWLzkxYtfkGUC0GZ39wDbBk1b8/jxOe12Sr9/hijW\nWa0WiCLIchnfPyVJUtbrNe12ifPzLovFEtfVyfMBrVaD8biHphWYTATWa50wDDCMNavVmEIh5W//\n9qfApoDt9UaEoclqpTGbWQiCQrl8yGqVkKbzm6lEr+ei6zU0DUyzyGj0itu3N39X3xe4c+eYhw/P\nOD9fYlk5lcqCNPV58aLP3t4egqBjGLtEkUyrVUTTbKJojiz36XQ0ouh0W4A2KJXaaFpti8bfAPXe\ne2+Hjz/+kjCUWK1idL1AFIVE0YgwVFCUlJ///Bar1YqHD/ucnflvTOC+LX5IulOapluxGx1Z3pxL\nUaQTRd+07YTNuZxlGYIQv3FW/Xvvx/+U+DFJ/xHx++yaf9uD+10iIH9KvC7T+fsogQEUi0WCwCbL\nfJJE5MGDLrVaCctSv/VzbVxyNi/z65/95MS4AWjkef6Nz/aVmplpmhwetpnPz/H9BMdJaDSK9Ps+\nhqEQRSF5njGbuXheRqezSxxPmE7ndLsixeIlQTAnDA00bZ92+4TZ7JLz8wXt9gbJulhkDAZX/Oxn\nJ8Bm754k0GwmfPDBPUyzQxyHnJ1dcnnp4vtD3n67gyDYpKmO5z1FEGKWy4Q0tTDNMlkmMxhckOdV\nsqxEmu6SJCMcx+Gzz37JZ589YjrV0bQ6USQjitrWClSk253hOH9FqbTLahWyWk2JIpskGRGGFxSL\nApWKxEcffch0mtPtrtD1mDzPKBbbHBw0EASN0egZpVKBSmWPly8fk+clwrCPquooSgh45HlGHPsk\niUeWmahqizBcM5lcIMtXOI62tZrMsKxblEoVfP9TDANGo4TVCjxPRpY9skxGkgYYRgvDsIESYWix\nWnmIooksS1hWG8OIWa9P+eSTZ9y6dQ9ZLiCKKnG8EVhJ041BhiiOSZKAcrmMqh6yv38Xx1kznV4z\nGj0ljl8hCCqu6xPH11xc9FEUiTTNmU4HtNttNM0kimQ875pq9ZDJ5EsgBRR0PcL3ewwGM2azEMNY\nkOcyUaQiSXfw/SmKkqDrBSRpiapayLLO+++/zWg0ZD6fsbd3nzi+wnV7rNenhKFBs7mLKNYRhC69\n3oA07dFsyiyXNi9fTpCkEVEUcna24PQ0Zj4vkaYqsjwjjqsoSgPTjOj1XvLsWUyvN0ZVQ5bLlMFg\ngq5PubgokiQJ87nE2VmA68oYxj6Hh20kaYbjGBwdHQE687lLlulkWUgYzjk4qKNpGnfvNtH1iL29\nCmdnLqZZ5epqha6bxPESRUm2znYisqxxdNTh6KhDluVMp095+21nKze66X77/SUnJ3e/AUb9bcnt\nh3IGlCQJVd1okm9YDBut8q9UD1+P18/lTeFxhaIUbs6qPxei/PuOv8xP/e8Yf8iu+dt4et+l+vV9\nxHcVEF/vhsMwZDpdcnBwi8Fgia5vRERs+zfo7K/TFwRhM8Z9vVveCP5/twJZHK94+TJAFHVME2az\nS4JAZjhcUamoyLLIF1885vzc5ezsFX/zN3/H3l6H4dDg7CxHVU1mswLX1yOurnwqFQddt5HlEqPR\nnPPzIcViSBCMieOUUsnEdT2SBAQB4lhEUUSyLMXzYG/vXSzL5+XLhP/9v59gmhZ7eyeUy6AoKet1\njmlaDIdL8tymUDhgtRqyXo9RlD0kqUkUge9PEMU5qnpIvd4gCOYMBs/I84DVqkq9fgLUUJSEyeQJ\n6/UM13URhAW1mkS9bqJp7/LZZ68wTQPHKdNs1rm6mnF9fU4UpbhuzsXFlHJZJcvGOI7Ker1EUWao\nqoskdZAk/0ZD2/dXCEIRw+iQpgsEIUBRUlarJaYpUCgYBEGX5XLMeu2RJCZJMkdR9tF1B1W1keUx\ngrCDpoEoLqnVmkhSifVaQBACptP1Vh88olKpMx4PqVRaXF7OkKQc2CC+VyuRajWmUJBIkpQ833DY\n81xltZqj6xbLZUCatnBdaLVO8P2X9HpjIKFYFNjZaXN0dIc4NvD9NZ7XwzQl8twEMmS5gSBkSNJs\nu4cvEUVNRHHIbHZOnpdI0/lWl75CFPVIEgNZBtvWuL5O8LyYy0sP297HNJ8gyxKj0Yg8LwMKSTLB\ntm0c5zawZL2W+PzzPqORR5qKzGYB5fJbxLFLnuuEoUcQTFmvE1qtjPfe29sacsBq5TGbRbTbdUwz\nwTBarFZX9PsvmM8tPC9Hlm0uL0fs7RVQVQtBmDGZuMznKpAymbjs7ZnIskAUCYzHfX7+81sYhoGu\nL7fvXYrnrYCIarXAYHCF7yek6ZpW6xaSJJPn8Y3b3FcTtDiOvxWMusGhiL81Cf8QzoCiKLK76xCG\nffr9Zzc76d3d2hs/65vncpkoGrG/X/y9gGb/kePHJP0Hxh+6a379wY3j+A0u4fe9p379Qf19lMCy\nLKBW21SYaSphWeYWhSsSx79BZ3+9KBmNJpim+Ubx8bsKlzwHQRDx/YCzswWFQhvbdmg2iyTJmF6v\nS5LkdDoOivIucVxkPF6TpiBJBpWKzdWVjyAkJEmP6TTEMI7J8wjfH3J1VeTDD4+RZYsomvLs2RpR\nNNH1EtWqxccf/yuFQgNZHrFcupyePt9qZINtv0OpZPHs2VMUxUeWryiVFts9rInnyUiSiaqWkeU1\nWXaFIIAomphmE1GU2Xg6y6TpkmJxxt/+7R2q1T2m0zHX112Gw4DZLEWWq1SrHRaLLmE4oNfzkKQz\nJhOQ5RG6LuJ5MufnZ6zXMt3uHE0zWC5DRNEny0QUZY+7dxtYVkClMmA6nXJ5GSCKZaIoIQgaiGKD\nUslmMnGJojpZ5hDHHp53Shx/iSiqTCYvieMcz5PJMpU4foSq3ibPAwqF0ja5zZhOA0xTwHWfYhg6\nghBRKGisVhlhqAEyplnn1aspqlogy6aoaky1WkBVZUqlAoKgsF5PSJI183nKZBKiaWvCcIqiqFSr\nt4kil8vLGVFkUSweUSjkRNGEfr+HZY2RJIcgyDg42GU4vGI0SkhTgXb7HsWigSQ9QZJ0wGK9DnFd\nkOUxshyjaQqyXCZJRHZ3b29pWiOePHmE53mEoUaa5hiGjSC0WK16lEr3WK/nqKrJYHCFLN8hipaU\nyw6uO8R1MwyjDUAULQlDl06nSJYt8DyJYjHi3r2NHv6jR1OCIGM+XyAIIqPRgKOjMo1GY7uOsrh3\nb4/p9ALLclDVMr6fMxic0Wy2eeedHf75n78ETCxLJoo2QMxaLWFn54A891FV9bV3fIYsL3n27DHF\n4qZIee+9zTorTX0WiznrdUSeB7Ra5hsrrm9bbcXxiouL+I+yqPxDzq9v68QNw+Dttw94663foLvh\nTWGSbz+XlR+kcPhzx49J+g+MP0UT9tu4hLL8/aEMv3pQN0pgM9JUIgxnNJsFisUN3eNNP2mB8/Px\njUpZEHhIUkqSJGRZcKMF/PWH33UjXrzoIYobEEa9bn7jGt/fCPDrur6lgxU4PHR4/rxLp3OypX1Y\nzGYrikWNQkFHliM0rc5i4bNYXKGqJpLkYdsZmmZy/36FdjuhXB7y5MmCxeLfsG2B995rUigYlMs5\n83mKoqg8enSKqrZQlCV7e0Usq4nrzvC8lC++eECr9QGaViZJFNbrBZ1OB0UpY9vQaLTxPI0wXKKq\nU4rFApVKmS++6BLHGrLsUq/vEMcrisXOdqTmI8si19dPabdtokgmy0I0Td7uZU1keUiWVVHVMaWS\nTpraWxMUgWKxiudtEO6ue44sV+j3z1GUKmna4+DgPnl+hq7bZJlEp6NRKrXpdmdUq03CUCbPa3ie\nynyeIggaQfCAKMoBi9ksRBAkPM8jjuesVmwBW4fkeQVJEkiSXyOKXfI8xzBAFFVWKwVR3ME07xAE\nKUHwHEGIcZwWYTgljvcIw+c0myWiyAJGCMJqC0JysG2H+XxBlpkslwaaluL7AzTNJ45FBEEkDBUu\nLp6xWMQEgYYobsw78jxHEEySROD8/Av29u4RBFccH9/BNA8pFiOiqIBhlMkyDdcNWS5HlEofMJvN\ncV0TSbri+HiXWq1Fv3+OqgaoqoVpFpEknzheIkkRjrNPGEZMJi+QpBlJIhHHM2RZIY4vKZUq7O5a\n3L//Dq475OrKo9PpYBg2vh8ThpAkYzRtTb1u0+k02dvTuH17h35/SRzLnJ1NKZf/iiRJ8X2Rly9H\n6Drs7BRQVdA0kUqlSJ6nTKdPKBTg6KjA3bs2ipLSasns77+FYVhcXQ3xvMnWglUmSbybc0RRFOp1\nE9/3+fnP//pGfKTXG6DrEbJskCRTbI6oi5kAACAASURBVDuiWDTY3W19I5G9vtoShM2Y+XU7yz/n\nBBA2zc7XpVBfv1bTtD/6XP6PHj8m6T8w/liQxHdxCb/P/Y0gxHS7U3S9sUWqegwGq2+Mp7/aNW1e\nxgmFQsJ4PKBQ0Dg/H1GrlTg/H9Nq2d8YkY/H7htUrMFgtB0pb65ZLhdcXw8BUJTFzT2iKEJRTCQp\n2u6VqiyXCyBmtQpQFAdRLCCKZabTLymVbE5Oykwmax4/foAgbBC1Ozt7pOmcvb1DarUii0UPWZa2\n/4eMR49eYRiHKEqRLBM5Pe2SZRGyXMRxShwcyNuO7powFDk8PMGyVPb3m+i6TrtdZTSS0XUV244o\nFBwePRrR6bQwDJlWy2Ew8FDVEoZhkudQKIhk2ZJ2u0Kn8z6Tic7FxUuazTkfffRTxmMfwwh4/Hi1\n1Q4XSZKQPG8him2SZEmS6HjejDAERZng+yVU9RhRbLNaGaiqR6mk4boegqDQ7/cYjc5RlBqKkuO6\nImkqIgg+iuKTpmPCcIFhvI0s75AkMVGUkSQaqroLiBSL77NY9MhzBcNoUq2uSdNrajWNIIgIgiq6\n7qBpa2y7ThD4CEKErpu0WiV8XycMy8xmZ+h6mUajTRwXWK1mDIcXlMsFXNcnz0vk+SGiKKHrAxxH\nRVGS7ZrlNlHUJ4o8wvDhVnRnzmSSkSQSigKlUgvbVtjbu4OmVWi3VT755CWj0YjJ5JRyuUySXJEk\nMtfX54jiybb4qyIILqYZcf/+LTzPxfNCskylUtknjsdkmY9lqaRpxnA4xfcLGEYF31+gKBaaZlOp\nZBSLElk2xnXPSJIBnueQJCHLZUyeR+zuCkRRzGTi0WjsI0kFHj06YzKJ6HYjvvzyklpNYzbrs7u7\nx9XVc+bzkF/+8jP+6Z/u4nkSoigDEqJokKYutl3irbc6bJyo1iwWa9I0p1yOsO2UOF4A+c0Z9JUM\nsO8LTCZT3nlHIwxl4ljg/LzLRx+9S61WwbabhOGQo6PGG7vab1ttaVqR8/PFTQf7Q04Af9ca8Ldf\n2/hPo9X99fgxSf8R8ceAJH5oLiFskm+zWeDs7AJBUJGklN3dGmm6+sYL9fWX8fCwzN27LU5PB9Tr\nBzcJuN+f0GrZ9Ptvjshfp2KFoUKrpTEaTfD9DbWr0znYijv85h7X13OiaIZtqyiKzHLZJ88n7O7u\nkWUSkpTx8OEXSJLDnTuH3L/fZDC4pFjc5513Ap486ZLnGnEccvv2B0RRSBimzGZXnJx0OD9/iCxH\nSNKSQqG91YxOmUxeUKlYhKGA63qI4oJ6vYrnybx48ZjT00vCsMLhYZtyucne3gHwJZbV4cmTU0aj\nl5hmwK1bBxhGFdNMCYKHHB7uousaSSLR7X5OHOeEoUC3m1AoWMRxAU3z6HSsredwg0JBZTweMZmM\nuXWria6LdLsDhsMYiBGEEFG0SJIKhmHi+yGyfMViEbGz06RQUBHFJd3up0iShm038TyHRkNE10We\nPXvFzk4D01QZjwPm8yma5hIEp4ThlGJxQ2XR9ffo9z9nvX4K5FiWSqtlomkm0N52Iwa+30dRZBaL\nAMgpFnXW64TZbEG5rBFFMXlukuebRLJYgGXZyHKEZRUZDqcUCu+wXofoeovp9JOttOqMnZ19NM0m\nSU6pVPYoFHQsq4DrDuj3pyyXHqXSMY7ToV7fYzx+uNWWHuB5VSRJQNdBUcoUiyJRdAKMAZNSqUMU\nrXEcG00TsawV7baNLCc8fDgjDG0cp8B8bpAkCe22gecJuG6AaRqoqkavt2S5XFKpyDSbdymVRpRK\nAeVyA12v8+DBitlshiBAo2FSLgsslyqSpKEoFotFgQcPnlAs2uT5Pqq64OKij2FIrNcejmNQLLYZ\njc74+ONXGEaBUkllPI7Z2blDkowRRZGzsyG6bmw74Bm2ndBoGDSbdQzDeMNI5ysZ4GJRZ7k85xe/\neMZPf/pTIAGKzOcR5XK2ZTxsEu1XSTpJEs7Px2haA8PQblZbBwfmD9ql/iErxO+69ocCr/17x49J\n+o+MP3TX8X1xCX8XfatQKHB4WEEQrJtRM7z5Qn1bNToYjGi3RUD9WgKWUFX1RmnoqxH56511lgWY\npsPBwWannWW1m/H66/c4OWm95nMtARF7e8cYhoFlBeh6AUFQUdUisMBxHD755CnlMuS5hSTZBIGH\nZen4/mrrmJXz3ns/5d69HeI43spXpljWPm+/XWQyGfP06QtqtRKPHi3o90N8f8p8PqJQ2KPVqpGm\nS7JMZTq9wHFCPM/k5MSi3x9z61aDyWRFmtbRdY29vSqLxZi33pIoFgUEQePi4opCQUHXdcZjHcN4\nG9PMKZUy0nQGDLi46DGZ6Ozv7/Hzn3/I8+e/IghGgECttofvX5PnMmGoUyhUmc/PMYxbRFGI44Bh\nZOzuajQau0DI9fUrOp37vHjRZ7XyuLg4484dizTt4TjvkCRDskylWLyDIOTouslodEGjcYwkrYnj\nUzQtIU27xPE1rlsAHGq1A1otm9VqRaEgc+eOxXD4nMvLayzL4ODgr6lUbvOrX/13fD9htZoSxw6a\nZrFYuIBCodDi8HAf151gWQr7+3UuLnq47tMtPcYEHMbjEE27ptl0ODkpMhoJBEFMrXaLahVGowmq\nus967dPvT/C8CatVwslJlW73ElE8II6vKBQqpKlKpVIEKqxWj0nTJrI8QhBEZLnL8fF7HBzUqdVa\nKMoFcVylWq3z9KnAYHDB6ekDFMXG9z0cp4wgbBKBIKhbze8My8rR9RV5XuTqak0QhOzu1oiiKS9e\njLi8bDKZXFGrOSSJzltvVYEKruvhODqOU2Wx6BJFLpPJmrt37xKGGpZ1yHw+ZjCYcnq6xjAcVHVK\nva6hKAqnp0Pu3XubWq2AbTdx3QsAhsMYSQpuRsNBEOD7AsWivp341Xj69Ne8fPkYVdURxZjVyme9\nXjMYLAjDGaq60TGI45iLizHdbkSppNBsbu4ZhtIWrPXDdal/yArxd137n2EH/fX4MUn/meL74BL+\nvtSv3V2H62sXz1t/68/5ejWaJAmnp2OWy5DpdMHurnHTBb+uXvbVPTZi/H1ms5TpdEmtVuLJk0sE\nASRpo6wkita33uP1ScLrlK1Wy+b8fEySLG4mAHEcM5vNURSRXm9Nt5szHH7B++/fxXF2keU1eQ7F\nonnzkq5WErdvt7i+7tLrnTObDSiVGvh+hGWVcByV5TJDEMYYxhLHeQtV3UfXI3R9ys7Omr29jNHI\nJ00zSiWN2UxAkkq4bpedHQlJmlOpmLhuSrEIlqVhGBZ3797j2bN/JQieIooZh4cmUQRhqFMuWwyH\nEqbZYTQaUiqp2LbIarVReIJrJOkERSmQpksaDYM8HxEELnG8pFRStmjrKsvlkMlkjKKECEKJvb0P\nODsLub72KBZvUS7v0uvl5PlG3tT3RcJwhW1biOI1pmmyWl3R6UgEQUYU7RAEZXR9F9+fk2U57XYJ\nWRbR9V3eeafNv/3bfydNEyaTBYLQo1RKtl1kEVUVKZXuEkWPmUxm9HoqWRaiKCVUtUKaenQ6GUHg\n0mzGRFFzK4d6iSS9oN9/QqGw2ZtmmYXrXnJy8gHFosXV1QLDkJhMzrCsI4JgQrebs1gI7O010fWc\n1apLubzBEKRpyrvvvsVw+BjISFOXv//7n3DvXmdb3C2p1XJKpRIXFz0WiwnjscD+/vtYloAoNnn1\n6nNUVSIM19RqDrZdJo6n3L7dwPMCLOuIanWzs16vH5MkEaJ4jKqWsO0al5dP0TSHMPyEvT2D5dKi\nXrfJc4FOp0WWvWCxSEjTjV56vb7D1dU5lUoNXdfIsk2B6LoBL17EiGJGoVBjf19AlmWGw4Dj4x10\nXScIAi4uJjSbBXq9BePxhPX6it3dOpBjmjl7e8cUi2VmszFnZ5+QJC1su8bh4RFhGPC//tfnjEYx\nilICMjRNZTBwabfFm3dXUZQfrEv9Q87G/0wWlL9v/Jik/4zxp4xj/hTq19e//3o1KkkSL19eMZlk\n6LpJliW8evX0DZu7r4/JvxLjHw5H7O4eUywWOT3tkecZR0dVGg2Zq6tX7O62vvUeX6dsxfGKPAdZ\nNmk0IiQpIk1XeN4E01T49NPHaFqbSsVkOCxvO5MxtVqVfv8LZLnFkyevGAzWpKlLva5zeNjhyZM+\njcYdRqMz0lRFkgzu3NmnVjNZLPqkqY/vJ0wmva329QhRFJnPQxynxWIR8PJlsN21FlGUhPPzV/zj\nP/6MJ0/GWJbDej0hzwMuLxfY9pqTkwrz+QLDEFgulzSbFqbZ5uioyLNnv2Y4fEQQzJGka3Z3HabT\nKVlmUyjsbhOlS5KkwIhG45BS6S4bLWif2UzG93+NYQgUCglR9IpCocXTp/8PQeCxWPjs7ZW4vv4V\nUEGWU2TZo9X6KyaThySJgqL41GodDg5a5HmA69bwvF2iyCJNVywWK0ajGb4/pVQSkaR7XF8vOTjY\nY7mcMR7PePx4RBiCIORUqxFxbOP7L1kspgjCCkmq4nk6q9UTWi2FJPFwnJxmc4AsHzOdFoljD1HM\nKRabtFp12u0q02lEFK0oFnfwfQ/TDBHFSyaTHEFQcZwW6/WKszOXavWEPFfIc4fZ7AV7ew1s+xhB\nOKVazWi3DwnDOTs79ymV3ubsbEKWnXJ8XGR/32G9nnF6eophNJDlGp5ncXr6a6rVxs0YuFK5g6Ko\nJInPdLoiDBd4nkoUTZlMVhiGwmi0ZD5PUdUltVqLUslmMFBIEp8sUygWFWR5wXp9RhT51Go1HKfJ\n9fWUwWBMv7/i7GxIkrhMJhLFosZ0OuD58xeEYcTbbx/RatU4P18zGr3AcYr0+1Pa7TbD4QLPi7i6\nekW5vNmxv/vuLZ48GfD06RXttsrPfnYLWU4YDF5xerqZrlxeDvnggzK9nsvl5ZRuN6TZ3Mdx9nDd\nc4bDHqWSQLkcsrvrvPHe/lDJ8HedWa9PEP+zjrV/W/yYpP/M8cc+6H8K9evbvvdVNbpYJPT7PQ4P\nP6BQKKLrFebzx+zuWpimeQMw+7qbzManN2I6DTAMA0HQiaI1r15tUN9pKlCvyzjOb+RBv+0+mibx\n8mWAIIgcH9dRlCLr9TXtts7Vlcnu7i69XoiuV5hMzqhWKyiKwa1bLUzTRJZtPv/8EdOpjWGUuXfv\nHlk254svHiOKLRzHol6/yy9+8THTqQ6IWzrOFFEccXHxjErlH1HVErJc5OLiAZXKRzx5MkdV9+j1\nnrKzUyfLZty92+HBgwnTacJiEVKtmvR6V+R5C1nOieOUcllGFPvs7h4zmwXs79/h+fNzqtUDPvzw\nXWaziOk0ZzJZIootCgWHy8sZy+UC265TqXSQ5ZQwjDk5OWC9dojj1RZBHKPrTSzLJ0lqDAbPGQy+\nRJLus7PzEzzvMVdXFxQKZWCJaXrbqYvPxiKzyXgcoKoJg8EZxWKZKPIJwwlxHNDtnpOmEXEc0WjY\nGIbG7m6ZIDApFFIePeozHHYJw33yXCHLcnx/TaWyZrmUCYKYUqnDen2KoghbnfN9dB10PeStt4pM\npynj8QsmkyWQoutlDg6OSRKZ+XzOeu2haUs07QJFSfj5z4/4+ONrptMCvd4loghBkFIo6ECAICyw\nrBjbtnDdmDBM/3/23uxJjvNK7/7lnlmZWfveSzW6gQZAQiRFSpY08jjG/sJh3/vKf+UXtiMcDvmL\nWT0eUdJAXCCAAHpBb7VvWVmZWbl/F9WASImUNLYo0yOdiL7pjqrq6ur3POc95znPQ7m8Q7VaZDDY\nsFq56LpPFG2o1ZrYdolarcB/+S//H3EsUq02KRbX+H4I1BGENqXSjNHoGkEoousinU4R8FCUOwTB\niqOjFqVShadPf0G7Xcc0AyqVtxgOXzEYeBQKKYIg4TgRZ2cL/uN/fJ8oUvD9rRXpZpOws9MgSUYs\nlxlhuCSOc6LIRRRVosgmTUu0Wk0qlWN0fcOLFy85OOhSrWY0m20++eSSg4P7zOdzZLmD50W023XC\n0OGHP3zEcjng3r36bUFt8urViE7nIWm64OZmzn/+zx/z6NEjkmRrTuO6HpVKgmGUME2fSsVDkiSG\nwxBJ8v8g1o5flbO+qoP4zx2cX8efQPobFl81c/7fWf36snhdjfq+z2BQRde3B3DbspbekFFee0Fv\npflikkTANBMGA+d2j9mlVjNIU5/RaMrR0dsAKIrHeOxhWdab2fWXudJsBRK24DmbzXj+fIrrOpye\nbme0ptlBFD9hsxGoVHR0XWW5HPDkyQsKBYnR6JpicQ/fVykUKpydOezvy9RqDUyzgK5vvz744JC/\n/Mu/ZbWKMQyVvb0dSiUB01yzWFwyGMR0u3VUtcBy6ZKmRcrlXQThHMdZ026XuLmZoesSxWKHej3l\n449/zmyWE8cShmEzmy3Z369Sq+ns7NRot6vYdgdJkrm+foYsV3n0qMHLlz6LhcLl5YosyygUdNLU\npNVq4jinxLGPZQlk2fyWGFVkubwmy2oIQo2TkzNsu83BQZvNZoznDVmtEuJ4xGIRoWk2u7sWgjBi\nuRyRJP8DWS4ymRTZbBrE8R6r1YDJZIFp9hGEc9brNmm6wTSb1GpVCgWFw8PXALZmNPLwvDFpWsSy\n7pCmDp6Xs147yPILqlWTcnmHdvsDZrNTptM+s9maoyPzdk0oYjqV0HUJVfVJ0wDL6iDLFp63YTy+\nYrGQKZX22dlpo+sjJOmCf/NvHvLhh5eYZovV6hpRVBCEK3S9wWazZLV6Rbfbodl8SLGYEgRXLJcO\nNzcXVKsdSqU6zWaLm5spBwctVFVmNHJQ1V1arRDXDUjTNVdXJ2RZShi+4N69t8kyH0kqoCgipZLE\nfL7k8eM5SeIwGPy/1Gp7hOGIf//v/wWKovLjH1+hqhN8/yX1+nex7S7FooAsX7HZSDx4sMN6vUaS\nUk5Pl7huwHSaY5q7tNvbue94fMZw+ALDaFOt1mg09nHdiEIhIwgilkuX8VijVBKZz6fEschsFrOz\n0ySKtuTQJBEIggDTVDAMg25X5PR0QBB4GMZWSW5395DJZEocZ0wmp0hSjc1G5/z8GbadYBgSkmSh\nqo03BNIv69r9Nn7M70P++A9lVPRNjj96kP66/Z7/KfGbZs5fxyxGFEUKhQLdrsl8PkYQ9C+IG2RZ\nxunpkPlcRRC2JLSt2pNAodCm2y1wfX3C1dUV9bqC58F6PWE+X2KaOj/9aR/fjykWDaIoxLJ2f82V\nZvs6G9I049mzNYqyR6Vi47o+0+krfvCD9/izP3ufH/3of7yR3NS0GMdZMxrFZFmX6XRBrda43enM\nbl2zEqJIv211Z1jWih/+8G2ybBdZtgiCGR9/fEqWlQlDkUqlShBopKnHZLLGMFwGg5y9vRJh6HN5\nOUMQ1vzwh28TRUNsOyWKRpTLdeJYxnVlzs5ylss+uu7x6lVIu52zWp1TLKqUyzKl0prNRiMIXBSl\nQbl87xZkrzHNmOXyKSAgywbvv3+XOA6BnNnsBeWyiqJsUJTtGlsQpBQKG6rVOr4/JctiwrCGabap\nVg+I4xjHGZFlAcOhg6Z9G13X0bQOp6fPUJQStl3EMDIkaYNtFzAME1Wtc3z8Ldbrl3iew95eg3Zb\nYzS65PpaI4pyFKXEZpOQZSssy6TT6WIYHsVikcvLMyaTMWmaAxqvXq3x/Y/59rcfMZ2usay7gIJt\nN4jjAY6Tcn39U+r1NqJosFp5/Oxnf49l5ZjmnP/0n/4BQaigqgaSJJDnY2q1PaJo6+TVaECnU+T6\n+jm1moVpWjQaO1SrVcrlAoPBU1w3o1iMse3t7nq/v8a2bfb3H/CTn3yG43gcHtZpNO4SRSl5PqXZ\n1CkWC0DMYuECd4iiXeK4gqL4yHKRajXh5GTK7m6XSkWhWCyTpl2WSw1JsvA8H1XN2GwyVqsVjx9f\nEcdb0lmpdITnLQgCD8cJKZctbFvDtqsUizssFiGiqDAcnpBlSxQl5+DgEZZVYrW6xPfXPHz4PuVy\nRprqJMkYx7lgOp0QhlW6XZMwDDEMg+PjXfr9JYpSYLnMAIV2W2d/v04cz5Ek/fYmrVMo+NTrTSaT\n/JZDYL8hkH2+a/fb+DG/L5veP5RR0Tc5/qhB+g/h9/y7xu9SMX4dsxhRFDk6aqNpC6IoRFWFN+IG\nYRgyHPoUi7vIskKSFFkuB8AUQVARhIjvfOceSeJyeFjBNGdcX0fs7R1xczNHkjp4noZtF+n3X/Hw\n4fbW/6uuNPV6gu8HnJ+72PaMNM1xXYU4VlgszpFlgzxfUSgcYFkVBoMxoiiwv/8+67XExcUpsGQ0\nuiFNp+h6TrVqUK3K7OzskucBvp+xXkOlYlCvF/j00ysKhUfYdoHr6z6u28c04Z13usSxR61WIE2n\nNJt7zGYDHjx4xHw+x7YbTCYjCgWNSkWjXu8yGoXc3KyRpBhFKWOaDVw3wPNA02p0Oia7uyqatuDx\n41e47prBwKFYzDGMFNte3CqJqcSxjizHjEYLikWdel3hL/7ifX70o18wHmvoeoLn+UwmDlFkYllt\nJGlAEIxZr11M8y7n56+QJBNVtSgWe/i+gKJkyHKE501J09eyqBaCcILnvaDVMtD1JrPZFZ988lc0\nGhnTacbf/u2WBAURk4lPtdpiNvs5vp8DYx49+ha93h6npz9hMrlAljuEoXq7+vWarW9ycvIYSAjD\nlPVaxvMUsmyHSmWrrawoW3LeatXB91MMQyZNRT788IYoKlIojKjXD7m6GqBpNppW4q23DsnzGru7\nVc7P+6zXCYpiUyyq9PtrFGVNo1GjUPARhJDp9BMkSWcymdPp3ANcmk2N3V2J/f07eB7M52fU6wL7\n+zqVSoPxeIznbc0wRDFjPPawbYnd3ZRqtc5o5JKmQxxHwnXh9DQjTScUCpXb+bJHvz/n+nrAfK5g\nWQ3CUOTly6eMx1M0rYquK7juhiy7pteroChD2m2N1crh4cMNtVoDy9oBEuJ4SZat2d9voCgBlpUz\nn48pFASyzOG9996iWq2SpinX1xP297dyn9/5zgE/+9k58/kKTTP5znd2OD8/ZTJZ0utpPHq0S6VS\n5fz8nGJxnyhaAxajkfsFAtnvkqt+n7ff33cH8f/G+KMF6W9aG+V3rRi/DvLG1iTjy8E/z3Nee2bk\nORhGgVpNwnE8ZNlkOFxSrydomkanU+Tq6orFos/FxTXd7gE3N0saDQtB2CqQFQoFft2VpkaSJMxm\nn7BcClhWl+VygmGY6HqB5XKOqtZQ1S6rVYLjrCgWayiKRKlkIIoe67VAFF3i+xJ53uLiIiGOMzRt\nQrms4/tlRDHg5uaK+TzD8yKq1SKuq3Dv3iNublQOD6sUChvefruAKG5NLjRNoN0+pFRqoigbptMJ\nrpuRJCH1+j4nJ0+x7RatlkS12kZRXlsdLtF1UNUCohjRatU5P58hSRayvFWO8v0QXfdQlJRKpUeW\n2bx65TCd+mRZmTgeY9sGH3+coGkBQTABZKrVjDhe4boJ6/WaRqPKeHzFnTvvEIYig8GCKFqwt1dD\nUXpUKmBZG+J4xnh8Rp7PcN0mmtbB90eIokyzeY/LyxlxHNBoCHznO99hMHiJ66rcvfvvGY1GLJdD\nCoUqu7sGk8l2F79YbBKGoOs6o9GS5XJMFDXR9WOqVZUsW7FcesjyhCyTyPMpshximntsNh55LmIY\nya2RicZs1kcUfaIIFKWK78dYVpk4TghDB9Ms8ejRO5RKVTRNIAgyPv30JboukecehlHi6mrCwUGX\n+XyKJNmsVls/58ePrzk6OqRWKxFFa8bjNVnmYRgSOzv3kWUFRXFYLLbcB9f9mEajgqJkpKlFpXLE\narX9zKbTGavVlgAXhiGl0jFZptLplFit1sTxgvHYo9ez2d/v8eTJgCAQKJWKbDYF0lTn+LiKphXp\n95/z3nvfoljssdm4nJxcU6mI3LmT0W7v4jjgOMEtEVMhDItkGezu1pFlmfXa4vLyhCyzWK8TTDME\n4NWrOWGYIcs59bpBr9egVCqwWKxZLh263SalkoXn6ZyeOtTrIVG0PaOtlsRo5OC6S6rVkF7vl1rZ\nvy1X/T5vv3+MbO5fjT9akP6mtVH+T1WMn2/3/6pFpaIodLsm0+mQKNLJsg3drgEIKIqGIMjkefIG\nxAuFAuWyyJMnU1S1yXIpUioZjEYOzaZOni9Zr3+5FvbaPvO1oMK3v73Hf/tvn5FlG2x7u9rleQ6T\nyYRu9y7V6j2CwKffP2GxuGaxsBGElHo9RZZzptMylnWMLCuoqsV4/Ip2u8jTpxd0u3cwDI3VyuXq\n6gWallOpNLi+HlEoxGTZCZPJLuDRaLR499069+51GQxWnJxMmE5ddnZqZJlElrm0Wjt43iWTScTZ\n2UfYdplWK0MQJAaDCQcH+0hSjmXFtFoGg8GSmxuH+TzGNCuIosxiMSCKRjSbGtVqxmIR3BKu6mia\nRRw7BIHB4eFDSqUq0+kZq1WEohjEcUKrVUUQbEyzyGQyZL0e4Dhz8lzAMEyq1T3yPCMMr1kux0jS\ntohotTrYtoKuS3heQKWisLfXpVrVefZsSrtdxjAybLvF1kJxxuXlFE0rI0kzCoUarVbEbDbg+fN/\nZLVaI8sJjhOS5y1EsUKaesTx5lbSVeTevR9SLhf48MNTKhUJUXyFYRQwTZ1q1cZxJti2jqb5KEqZ\nMPRvFb2WyLKKrguIosu9e1tylO9njEZXNJsqrdYdDg/3+Md//BBBMPG8JaPRgn7/GTs7OwSBTq2m\no2nvEsc6nrek3z8ly1QODmrs7AhcXf0DkiRjGBZ37/4rbFumVHLIsgXf+949/uEfzri+/ntc9wLf\nF9hsmlgWNBoNRqMhV1cXpGlMoVAkzxdomkWWbT+j7f94jixLXF19RhAEzGY36HoRRTGoVEo0mxaz\n2RBZbnB42KXZLHB+/pyrq5xGo06SDHj58mfs7jbodAx2d3dwHIcgEBiNxhwc3Gc2C4jjAjc3M7Is\nBQyWy63O989+9gs++OBd9vZ2wA9Y3wAAIABJREFUqVTWnJ6ecXDQ4uTkhjBUiaIYQRCRpJw4jjEM\ng05HpFqNuXu38wVVsi8z6nktIwwgCAJZtiEMwzcz7f/VXJZlGbIs/19rM/n7iD9akP6mtVE+XzEG\ngcBW6KP6tf5D/i56uQcHTQRhSpqG6LpEq9VgOAw5PKzdgnvlVmRizWi05vraYTYLaTSauK5DHKdE\nkcTBwf6b/ejXB+1XX7/dtvn+94/IMhvTvEuapqxWV0hSm9WqxHI5ZTJxqFQMarWc4fCcJEmo1VT+\n/M/f4ac/nZEkVWaziFKpyPV1QBQtCAKXy8sb0rRBkui4rsq9ew3ieEmtFuK6Tzk8rCIINSqVNppm\nMR4vePBAwnVdzs6uubz0KBYVqlWZen2fjz56yccfOyjKIffv30eWZ0ynrwjDmM1GZDKRKZVkRDHG\n8/YwzTqNRpHz8+3alyDA/n6HUqlFowGmWWCxeIaul4AEXRdJ0zLT6ZqnT58SBBq6vgfM0LQmvh/S\n6exzevoCWfYBhzQ9IE0TsqxKGE4ZDj8hzyeoakS9/jaG0boVbbkhy/oYRkCnI/PWW3tE0QBJ0kkS\nh3b7gHv33sF1HzOfn+C6GaNRSBiGJIlPoVBHEAocHn6XZ88ucd0qYfiEKMqAEZqW0GhIyLKD6y6I\nIhnL6rLZQLEYkqYrer0Wk0mC77ssl2MUJUDTNljWmuVySBg6eF4Jy1JZLh1su4iuO0jSDpPJDZOJ\nCKxQVYtHjx4QRQLl8iGr1QLTtIgiD8vaYbNpo+sFPC9HFB3G45RCQWe91qjVdhAEkXv32oThgnq9\niOPonJ1dM5u1iCKFSsVgNhvTaOi0223CcIfTU5fRaEKp1GIwOCcIIiaTKxSlRRxDnisIQkS7rZLn\nBf77f3/KaDTGdVPu3j3GNBOiyEbTGshycqvpf0aj0WC9VtB1GU3TWC4Fut0GpVKXYrFDv/+YRkMh\nz2Vmsw27u5U3wKgoKlHkMB47rFZDGg2NUql724GCLFswmbi3f0edMAx48eKK+VxAVTPqdYHj432W\nS/nNGEqSUnq9+heK6ddn93WucpyI6dR5IyNcqagsFhFRlNPvv/iC9e0/NZd9WX76Mq/7f+7xRwvS\n38Q2imEYtNsZV1dzQL3V+ha/ljn579Luf70TLYo6ohi9AXFJ8m8V07aPE4SY0ShGEMpUKhK93oYs\nE7h//5jVasTOTvZGO/zz61i/+vrD4Yzd3QrDoctmEyFJKXfvdpCkMefnPpeXU+bzFeVySBzLHBy8\nT5772DZcXfm0WiqDwYLJ5BXrdQPbXvHw4SFZNuLmJsUwyqxWU6ZTkR/96JTDw10UZcPRkU6eVyiX\nt9W6ptkMh0M++eSUly83iOIjHjxosNkMSNOX/PjHP8N1GwRBmTt3HgJTJCmhUtEwjAr1+kN8/5o4\nXpMkI/r9GTs7RU5PJyRJjusugDmyLFCrNXj06B7D4ZBCISKKBqjqDr6fkedjHCek1TpA0xTy3CTP\nA2q1AllWoFoVybI2ui4ynxcZjUKyrIlpbj9DVXVuRVBUkiQnDCVMcxffF9D1BeVyhULBY7OZk2UF\n1us+zWaBfv8ZguDj+0PC8IyLiymCoJMkAWkq4roDsswlitpo2h6g4DgWWWaj6zVEUcRxnlOvmxQK\nMrZ9jKoe8uzZh8znfUzTZbNx6PXeotM5xHHuk+cpguBSKBR59eoFgtDk8lJEFA1su4FtuyiKweXl\nFZ5nUSrV0TQIggovXtxQr28IghlRlLGzs8uzZy9QFIH5/DNqtX2iKKJQSLi+fgVI5PmGTuchjiMR\nRRMKhQUAo1GfNC0jy0UGgwHTaYzjzHnnnQa+HzOZxETRtpOyt3eM626wrBBdt5DlLsvlJa1WmUpl\nw927Tfr9HMdRaTbvIcsjkiRksRggSVV8P6LZ1Oj1WghCRBhOiWOJdvuYNM3I8wRZ3l4okiRjMFjg\nuiKKIgEOruvy3nv3kKSUm5s5ltWhUMhwHJEwnJAk27Oepgm6nhPHAuv1muHQYTJxMAyJNFWQZRFF\nkUnT9FfGUF9eTL/OA72ewsnJ4I2OfxiGfPTRC+7cOaZe17DtkDAcv2mVf9616n8nP23f0zeD7PuH\niD9akIavz6j8fzVem3AYRvtrc5t5Hb+t3f9ltpf9/pKjI+PXiptWy2I4DDEMHUVZ0WhU6PevWa0G\nSNKKvb0D0jQly7JbZyOBKIqIY+HXXv/zEqSvP5M7d5pcXj6hVtOAAlGk4roSu7u7xPES09zgeZcc\nHVlcXz9jf79AEFxi2zpPn57fWjb6jEaXiKLFeBxSKrUZDi00rcHl5f/gL/5CRRCgWOyRJAl5LvOP\n//iKy0uFLBOpVhPieM187t06KCkIgs5qtaLV0vC8kGpVxrZtZFnDcbbvLwxFajWLzz4bIgg7KMqS\net0jjhdkWUy1+gDHCZBlD0HIaLe3pgySJKMoQ4pFi8ViBKyp1fZIkgDPO6NQUMjzAF2fk6YBtVqH\nJDHRNNC0LsvlM2RZwTBsarU2y2UBQZC4uTlDll3iOObsrE8UPeWDDx7S7Qrs7/fo9w0Mo4HnXVMs\nHqGq0a394pbBHoZzTHObNqbTlDRNiCIJQaggCLvE8RWaVkJVJVotmyTZ4/LynOvrnxEEBqJoUCjU\nubnx6Pc/5c/+zCJNSyiKTKGQk+c5aaoSxwLlcg2wCcMRSeKhqoXbOfPRrU73Es87YTQyGA5/gSTZ\nqGqdwWBOpVIgywR2d+8jCCHX11Ours6o1+/cmrxsZ8f1epEsExDFjEqlgKoO8bwlV1cDLGuXPM+5\nuQm4vHzCn/3Zv2ZnpwIYLBY3rFbPSdMxtdoO7XaVUukuiwWIYkYQJJyeLojjAo6zpFQq43kxm42D\nonSQJInlMufsbEW/v6ZW29q0GsYG132JomgcHqZYVkwQLAiCJctlQLf7NrpewPfXPHnyc95+++AL\nev1xvEZVZRxH4OnTn9Jo9LBtjf19m/V6xuXlAkkyuXPnAZbVwnWv0TSdIFi9AdTPt7Z/E1jmeY4o\n6m9khLdA/Evv5m2rW8f3/Vvf7S/v2H3Zhs1X5af1ev0bn+ufY/xRgzR8s7Re/5Bz8t/W7v9NtpeW\nZb1RInq9qpVlDnEc02qVuL6eUqul7OxAvd7i5mbJZrOVELUsnfV6Q7VqM5+7gIFlWWw2GwQhfmOP\n+fkDK8sykmTw4MFd4jjm448vuL7+DNe9YX+/g+9HdLsG7713B88TMM0e06mHIBTx/VeUShJ5/hnl\nsogoaqgqeN6CSmWHarWG779DkjgEwfmt2ldAsagwGm1tEMOwwcnJKzabBWkaUakUsKyAg4OMi4vn\nrFYbKpWI4+OHhKHKfH7FcLjd061Wm2haiceP/47F4jmFwhFHR7VbME1JEpezszHr9SWeJ1KpHHP3\nbkaWFUnTF0hShCQl7O09ZLE4JUkmSJJOGBbJ84gkSbEshXY74PLyFZvNDvO5g2mu0LSA3d0foGkF\nFovnLJcXSNICw6jjeRXW65ws+zbn50tsO8aydIrFDuBzduZSLNpEkYZh7DAcXrLZiPj+Fet1QKHQ\nY7F4fjvuEFEUSFORQuEupplSLPqkqY2iNFgsLoii+yRJgiwfstlMyTKPIBgTRZ9y926VSqXCzc0Y\nRdlhb++Q8/MlslxAlkUMY5c4LpMkCZCS5zqbzdbxS5ISDg9lWq0PSJISWQbj8eUtO3pBpVInTWO6\nXZFq9ZidnftcXvZZr0NMM6bZzHAclyyrc3UlEsdVkuQjhkNIU4HNZsH9+z0kSeb8/IZaTeDiYoyi\nVCiXl3z/+w3yXCWOc1z3JaK4olbrMhq5SFKFy8tLRLHLixcBilImCIbIcoYoCrRaB0ynE5ZLh8PD\nb9PpHLDZjKnXE46O2m8Acmskk1Au26RpynA4J4oyFguX9XpNrVbj4KBKnhu3Ri1FYMMHH9xlMrmm\nUqng+wvef3+PwWCDbTe5vp4iCCK6XqbV0siy9Ndmz78tJ/1qDsmyDEWJybIM4AtdNlVtfAHkez2F\nPM+Joojh0P010P2y/PRVz/XPfWf6jx6kv0nxh5yT/7Z2/1fZXr56NcEw1m/M379sBtXtyjQae2RZ\nxuPHV4hijenUpVZr8+rVlG73Dr6/ptMpc37+HNhW4vW6xPPnIVt/5i9Wya+JbZqms7NTRZLaFItz\nHCdAFKd897tvYxgGmqagKDqSlJHnMJ87lMtNtp7ZI1Q1YWcnw3HaNBpbEZco2uC6Gru7JmnqMhot\nefFixXrt0+uJuO6E8/PnKIpNo9GiXD5kPH7MdPoY0zTpdHTee2+fOM5ZLi+IYwdZXmAYDRzHR9M6\nJIlOrXZAEIQ4TsZ4/Iof/OAYQRCp16u4roPnuVxevsS2ewjCAklKSdM1k8mGNFUIwwX37rXxvBKS\nVGQ0eoWu15HlrSlEpbKkUKjiOC6lUotyeUEYLoiiKvv7e2w2V7x82We5nOD7GYbxFoKwIYpMnjz5\nmDwH25YBDUWxSVPp1uHrHMdZUCx2ieMiotglDFV6vXeZTJ6jKA2iaE0YzjBNG01bcO/eLlmmMJ2+\nxHUhijSiCEQxJAwjssxm6zueMJmMaLVU6vUWOzsHvHjxlFarguO4yHKE46wplQpARhwXbq0mLxDF\nnCzbIEkWaSph2wqDwYLpdH1rCJJRqSw4ODCYTHKSpEqSWPR6hzx79nf0ejX292UuL0tEkUW5fA9V\n9fnww48QBB1RLCCKNa6vVxwfy1QqO4zHz/jOd/4VQbCmVLJZrz+l3ZaIIuVWfEZDFBMajRaiqNDv\n5+i6yGRyTrVaIYoWiGLMaqUiCFOSZMzBwR00bXv2JKmAIIS3hanE/r5MEAQMBgmqKvDRRx9Sre4j\nyxKtVo3pNKBYjOl2S1xdzfE8D8PIqVaLVKsNVDVjZ8cmSRRM00TXtz7d22J6SByvEITKr92gf5ec\nJIriGx3/IFBRlJz33tthsViwWm15Ne22fWsEIr1pd7/2oweVfn/Mzk4P2y7+Guh+Vcfu67LM/KbG\nn0D6GxR/6Dn5l7X7P996+lXby263ysXFKw4OOphm4StnUFtrS5eTkymzmcj+fhFBkFksfHw/Q5YV\n4lhC1w2SZLumpGk2L1+OqNUS3n57S0p7fWAVRaHdLrwRXCmVQkzTYG+vQ56HHBy8j2matzd5g9ls\nShC4TKcBjUYX06xiGGU2mwBZDjk6snn8+KcslyFXVw6CILBcplQqFs+efcbZmYiqVsjzEp4n0WiU\nePfdfdK0TqfzNrPZkPV6g2VVeP/99/D9gJubmH/9r7/FnTs+n376GFkuMxzCbCYwGPw1WebgODmG\n0cUwYL0W+PTTNTs7BYpFmeUSdna+RRzfkKYLLEtClkNGowzbvnebIF36/RVJIhPHdV6+DMnzlEpl\nRKtVIYpSVDWg06kgywkQUC4XEYQ5ipKT5xb/8l/+S/7u756wWm27F+XyPpvNFE0rsFw+o1LpEYYm\ntZrFL35xjaYVsKyEWm2H2WyFJCmAShxLBIGKrtfodFTS9FusVlcUizZ7e0WSJGY+HxEEUK/vsFwm\nrFYCvv8paTrEsr6PYbQQBI/F4or5PGE6fcrp6Yr5fM1w+DFJ4mGaJqVSSqv1DptNhclkRZpeUanY\nWFbEzs4eiqIRBDmfffaEy8slSWJTrx9RLpu8eHHBZLJBVavU6wbX15fE8ZJ2W+D4WMSyRK6uPEql\nDrKsEEU+plliZ6fNbOYyn6fE8QgoMZncMBw6vPNOzPHxEbIs8fOfv0TTGpRKNuVylfPzFxwctDk/\nn+P7Muu1T7utUq3a2LZNEGzHBlEUUattW+2bzZo8D2/HQRtUVbglkzlsNhmj0Yzd3Tu88859nj//\nGb/4xUdUqxoffNDl7GxClsnousjOThkASSpzc7PAcZYoSnpbcOe32xrb/JKmEt2uRKOx88bu8p+a\nk15zVkBlC8hVTNNE07w3vJrJxGe1chgMNoiiThyvWa8HvP32t5FlGUHImc18TNP6NdD91fy0fW/+\nlxYM3yRRqt93/Amkv2Hxh56Tf77d/2Vs68/bXm42G/I8R9f1N4/91RlUGKrc3CyR5RqmqeD7CePx\ngjTNGQzmZNmGs7NrarWMIFCYz0Pu399DFEUUJWexWBDH8e1zSbeyodu5tKY5t4IrBt3uW6iqiiRJ\nhGHI+fmYNJUQRYFaLcYwXrsYNRmP+7TbezhOfJsYZ7z/fpX/+T9fUSi0iOMcwyjx13/9iuvrGbXa\nu9y//5DFwuHi4m+5d8/m/v0y5+ceq1Ufx7lguVxQq31AHNuIYpHl8pLVymE+9zk5CdD1Op1ODUFw\nefmyjyzraJqJKMa8ePEC226yu9smSVLOz09pt1vEcYCqeiyXfRQlY7GI8LwqpllgtQq4vNwKWRiG\nQxgu8Lwc294nCBSCIGW9XlIofAfftwiCaxSlz+6uTRAUSVOBMAzZ37/Dt7+tMR4/wfcjZDlAUTzq\n9QL/9t++w/W1QxiGCEJMr9dF1wvMZp8xnQb4PqzXMZIkous+glDGtg16vRJJkuL7Jroeo+syqro1\n6Li+npNlOXm+Qtc3JMkJmmYjijM0TUeS1uR5Cd+vo2k2g8GS2WxFlh1gmmUqlS6u+yN+/vMPaTYf\nYlkbymUDSVLodErcvfsWl5e/uNUjXyLLRRRFpNPZitjs7h6jaVMEQebZs5cIQhVdj6lUykwmPoZR\nodHQGY9f8fHH17x8ecXz589R1ZDj4yNU9QbPu8JxdFQVymWbyWTB/n4X1/VwHJ9yeR9F0fB9lyQ5\nYzq9wrKqxPECTRMYjS5QVZXnz18QRREHB1VMU0UQHGw7wzRdVHXIer2m3S7Q7TZ59WrMdCqTZRLD\noYAgzJFlkU6nh6YJNJs1nj59wf6+xYMHW3388XhBvW7w058+5fLSZbVyOTxsUCpt6PXqb/JLr6cQ\nRRFpmjIee7fKdtttEtM0v5AfvmoF6quIn72e9gVeTRiGTCY3GIZFGEYMBguCIKRadWi3i2iaSBgm\nt231FEGIb8dn2Zvc9Pkc+GUFw+clh/85zqn/BNLfwPg65+RfVXG+PnSiWEGWxVsS24Jut8RwuML3\nPQQhpts1v0AuU5T4dlbI7SwqAlR0XUeW1zQaFjc3l6xWLuDT69W5urpgteLWwP6XbO+tNvj2ueI4\nJo7XXF7Gb1rr3W7pDTC//t0/b1SvaQq+bxBFEx492qVcNsnzIpIkMZ+LFIsZnU6NKCpgmi7f+paO\n7zc5OekzHBYIwztsNhvCMGa9jmk2W+R5mXffrXH37gNWq58xHI6ZTIaEYYPJJGazkVmvJ6jqhul0\njSiW0XUTTWujqhqlUoRtW6RpyHweIMsCoqjQ7ZaRJJFSqcRotN37Pjr6LvV6kTg+IghekWVFrq+3\nus0XF3OyrIUs6yRJgu/PaLcfEscRaSoxGJwRhgmK4qOqIu12hTTdI4okXNdiuUxZrXzi+GPyvECe\ng6pOUZScUmnD3btHXF3NkeUalcoGUZSJooBKZXvD/6u/+geSZIVp1gkCnShSWS4/4b33DtF19XZm\n+doO8pI4likW79HrvWA0aqPra4JgSKWyQ6nUZjZbI4oneJ5Ht1tEkjzWawMooaoBeb6DaXaoVktI\n0j00zeXu3Xex7WOGw8ckyXYPNwxFisUOUeRzfHxIGNqcnztcXl4ALkkiE0VDWq1jPG9DsWiw2YQ8\nfRpwfR0RBBWKRZsgOGE83srdHh0ZPHt2yiefXCJJJ9h2kTCUiSKTO3fKrFYT/uZvfkSrZWNZCq67\nYr3ejnxWK5+dnV2q1TqimNDttlkuA7Iso9d7B8iAmFJJpdczKZcDer197t3rIsvy5wij3q0XuICq\nbri4mNPtVgAFw8gRxfyWbe5ycTFD12V03We9zlDVOo8evY0gCDjOBTc3i9szuaZW01kstqTGfn9M\ntdrE9wXCUKHfP+N73zt8A9S/aQXq9axa037Zxg5D6Rb8f/n9bT6z2durc3Mz5+joIZeXZ2SZwXi8\nplLRGAxGBIFEkvgIAlxcrL4SbL/sdn1+Pv7GiFJ9HfEnkP4jit+0F52mKZ4XsV7/8ueWFf0a23pb\ntf6ykr1/v8rz5yfEsYKixLzzTgfH2VbGrZbNzc2ccjmiWNQ4OnrIeLyi271HGDp0OgU+++xjTk8/\nRRAsomhBuZwQhkskKb0FksabxDUczrhzp/mFm//FxZSLCw9F6RNFGxaLlCBwSJKE/f0as9maNJ0T\nRRH1+iFJsmXYFos5pikSBBFJsiWraVpOp2OQ51Nms4/Jc5G7dxX+xb+4w/PnfQoFHd+/4s6dHnGs\ncHOz5sMPP2J3N+Ldd1WCwMM0Ze7fr/PyZZ9+PydNY0QxwbYr7O3t8OLFM+bz61s97UPSVMS2M9rt\nDMtaMhjM0DSbNC3geQ7T6ZL5PMdxIo6PH7C39xb9/hM2mxmFgoeuVxiNAgTBQJYhSQLy3EQQIiwr\n4epqwf7+v8M0HTzvlOfPTzEMD8tqYBghvd4OnvecJ08+QdP20HXQtDG9ns39+3V0PeP0tM96PaFY\n3EUQWgSBwGbj0mrV6HRETBOiKObu3R6npzdsNjqLRUien7JaRVSrFsOhi20/IM9NisVdfP8SVS1T\nLvfZ23tAHHtEUYRl2USRQxBsLTw1zUSScppNC0nykaQEQYixrCKNhoFlRQwGN9zcTKlU2tzcvGK9\n3rBcXmLbFUSxTLO5R7+/YjKJEIQltm3heRa6niPLXTzPBUzu3q2SJA2iaML77z/A96+YTFKSJKFY\nbOH7CT/+8Tl7exZHRw1+8INHnJxc85d/+fc0Gg+Q5ZTDwz2Wy63hiWHU2d/fRRAcVisPz4vJ8xjD\niIjjCRcXa8KwhixXURSZw8M2sC1Q8xzCcMNiERDHAuPxFZa1Jo6TW0/yBcPhFEHYRZKKBEHIs2cv\nqNVaBIFCryegqhrjcUieg6aJQMzJyQ0PHryDYYhAyosXE/b371EqaTjOdv3z+HibEz5/Uw7DkIuL\n8Rty2XbGvOb0dNvGzrIN9XqCqlaI49Gb7yeJT5a5t7dkHUmSaTYLiKKH666oVk2+971DZFnm8jL9\nwnn/KrD9/CUmjuNvlCjV1xF/Auk/kvhte9GCIDCdOuh6HdMssNn4TKcjBKH7hUPx+UpWEAQuLqbc\nuXP85mbtOIvbmfR27tXpCDQad5hMfARhu7a0JahszT0UpUCrVbklzJjUajF37mxnaxcXq68kibx+\nP5rWxDQXXF35zGYBOzvHaJrLcplgmts2X7WqcXLS55NPfsrNjUue+zx6tE+3W8RxLvH9Cbpu0+vd\nwTDe5fHj/0m1mnN4WOLf/bt3iSKF/f27+P4pFxcZm02O63oUiwKKEnPnjsX+fonVakWSlDEMk0Jh\nQqkUE8cRnicwGg0YDrczZE0rcXJyyWajc3gY8fbb32U8foppxiiKSBQp3NzMiWOdKEqQZRlZdjCM\nnEajhaatKJevkKSQ+XxMvS5SLFb5+c9NVqsJhqERRQ6eN6RUauH7CzabCFW1kaQNmmYgSVvmuigq\nLJdTkkTBtusEgYok1Ynjq1uBi0OePfsFR0fvcnUVomktguAnWJZAsahSrZZu97stJpMV83nEaiUR\nxx0kSWCx+JgoGmFZKqKYE4YKup5ydNRitXKpVPbwvD6C4GMYK3w/Q5JykuSSzaZEELTZ2xM5PHxA\nnms4zme3WucT5vMikwk4TgzInJ7O2Gwq6LrE4eG32NtrE8c5srx1FyuV2sznEfP5nM1mQpqWefr0\nkjh2UNUFpindWq4maJpMpWLgeTaGUScMV8xmGlFksr+/Qxwr9PtzFgufzSZnNptSrZrEsczhYRPH\niSiVVIJA5uZmiSDI3L1r3+6r96nVBLrdb1GrHQI5k8mENO1jGMYtYc/j7OwzTLOHruu8++4DarWE\n+fz8ljFepNXqIkk5n3322a3zVRPPE8kyhcFgSr1eZjZz2d/fw7bbhOGG8/NrHjzYEsJkOWezERA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kVyv47b/TJNpN0+wDAser0ZilKgVKqjKAl6PYtWq8Dubo7JRMT3c/zTPx0zm63Y398iihYY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\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cJ4zf78dxHEaj6gmD6Kxn53SP7+ue02We23Fm+KsjQCfPkWEcj680TRXHcaZ785dFKmZL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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0ae0179a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "C = np.linalg.inv(P.eval())\n",
    "samples = np.random.multivariate_normal(np.zeros(n_features), C, size=10000)\n",
    "max_abs = np.abs(samples).max()\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.xlim(-max_abs, max_abs)\n",
    "plt.ylim(-max_abs, max_abs)\n",
    "plt.scatter(samples[:, 0], samples[:, 1], alpha=0.1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 5.56945992,  1.848279  ],\n",
       "       [ 1.848279  ,  8.15449429]], dtype=float32)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "41.999996"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.matrix_determinant(P).eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.023809526"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "det_C = np.linalg.det(C)\n",
    "det_C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "41.999995931983385"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1 / det_C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "41.99999185934962"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.reduce_prod(tf.exp(d)).eval() ** 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-3.7376695"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "logdet_C = np.log(det_C)\n",
    "logdet_C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.7376694679260254"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2 * tf.reduce_sum(d).eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fitting a single multi-variate Gaussian model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def sample_batch(batch_size):\n",
    "    return rng.multivariate_normal(mean=[1, 1], cov=[[1.5, -.9], [-.9, 1.5]],\n",
    "                                 size=batch_size).astype(np.float32)\n",
    "\n",
    "X_data = sample_batch(batch_size=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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QGcPCt8p1vjkOGHYGACrs+R74Rnq+AHRIqZ4vADAC4QsAhQlfAChM+AJAYcIX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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0ad07aa940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "max_abs = np.abs(X_data).max()\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.xlim(-max_abs, max_abs)\n",
    "plt.ylim(-max_abs, max_abs)\n",
    "plt.scatter(X_data[:, 0], X_data[:, 1], alpha=0.5);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X = tf.placeholder(shape=(None, n_features), dtype=tf.float32, name='X')\n",
    "\n",
    "with tf.variable_scope('precision'):\n",
    "    mu = tf.Variable(tf.zeros(shape=(n_features,), dtype=tf.float32),\n",
    "                     name='mu')\n",
    "    d = tf.Variable(tf.truncated_normal(shape=(n_features,),\n",
    "                                        stddev=1 / sqrt(n_features),\n",
    "                                        dtype=tf.float32,\n",
    "                                        seed=init_seed),\n",
    "                    name='d')\n",
    "    H = tf.Variable(tf.truncated_normal(shape=(n_features, n_features),\n",
    "                                        stddev=1 / sqrt(n_features),\n",
    "                                        dtype=tf.float32,\n",
    "                                        seed=init_seed),\n",
    "                    name='W')\n",
    "    # M is an element-wise mask to set all diagonal and triangular uppper entries of\n",
    "    # of H to zero:\n",
    "    M = tf.constant(np.tril(np.ones(shape=(n_features, n_features), dtype=np.float32), k=-1),\n",
    "                    name='triangular_mask')\n",
    "    L = tf.add(tf.diag(tf.exp(d)), tf.mul(M, H), name='L')\n",
    "    P = tf.matmul(L, tf.transpose(L), name='P')\n",
    "\n",
    "\n",
    "def log_likelihood(X, mu, P, d):\n",
    "    X_mu = X - mu\n",
    "    X_muTPX_mu = tf.reduce_sum(tf.mul(X_mu, tf.matmul(X_mu, P)),\n",
    "                               reduction_indices=1)\n",
    "    # logdet(C) = -logdet(P) as C is the inverse of P\n",
    "    # logdet(P) = 2 * logdet(L) = 2 * sum_i d_i \n",
    "    return -0.5 * n_features * tf.log(2 * np.pi) + tf.reduce_sum(d) - 0.5 * X_muTPX_mu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "nll_loss = -tf.reduce_mean(log_likelihood(X, mu, P, d))\n",
    "# optimizer = tf.train.AdamOptimizer(learning_rate=0.01)\n",
    "sgd_learning_rate = tf.Variable(np.array(0.1, dtype=np.float32), name='learning_rate')\n",
    "optimizer = tf.train.GradientDescentOptimizer(learning_rate=sgd_learning_rate)\n",
    "train_op = optimizer.minimize(nll_loss)\n",
    "sess.run(tf.initialize_all_variables())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.,  0.], dtype=float32)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mu.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.31746829,  0.02602817],\n",
       "       [ 0.02602817,  8.16454697]], dtype=float32)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.57368863,  1.04976988], dtype=float32)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.072657"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sess.run(nll_loss, feed_dict={X: X_data})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from gmmsgd import EpochSampler\n",
    "\n",
    "batch_size = 10\n",
    "patience = 3\n",
    "X_train = sample_batch(int(1e2))\n",
    "X_val = sample_batch(int(1e3))\n",
    "X_test = sample_batch(int(1e3))\n",
    "\n",
    "val_losses = [nll_loss.eval(feed_dict={X: X_val})]\n",
    "best_val_loss = val_losses[0]\n",
    "train_losses = [nll_loss.eval(feed_dict={X: X_train})]\n",
    "n_samples_seen = [0]\n",
    "\n",
    "batch_sampler = EpochSampler(X_train, n_epochs=100, batch_size=batch_size,\n",
    "                             random_seed=0)\n",
    "for n_seen, epoch, (X_batch,) in iter(batch_sampler):\n",
    "    train_op.run(feed_dict={X: X_batch})\n",
    "    if n_seen % 100 == 0:\n",
    "        n_samples_seen.append(n_seen)\n",
    "        val_loss = nll_loss.eval(feed_dict={X: X_val})\n",
    "        val_losses.append(val_loss)\n",
    "        train_losses.append(nll_loss.eval(feed_dict={X: X_train}))\n",
    "        if val_loss < best_val_loss:\n",
    "            best_val_loss = val_loss\n",
    "#             print(nll_loss.eval(feed_dict={X: X_test}))\n",
    "            # TODO: snapshot model parameters\n",
    "        else:\n",
    "            patience -= 1\n",
    "            if patience == 0:\n",
    "                break\n",
    "#             sgd_learning_rate.assign(sgd_learning_rate.eval() / 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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x78Ua6q6+JutwJEmSpExlWiGKiDLgCeDVlNLXmnjfClE7qKuD7277JJfO+wq9\n58yGgQOzDkmSJElqlY5eIToemJ1xDCWnrAyOn/IprluxH++deGrW4UiSJEmZySwhiohhwJeBq7KK\noZRtuy386zv/xwc33A6PPZZ1OJIkSVImsqwQXQCcArgmLiOnnrsep3U/l2WHHp17UJEkSZJUYjJJ\niCLiK8CClNLTQOQ3FVj//vCZi7/NC6/1oe7y32UdjiRJklRwmdxUISJ+DnwbqAF6AX2BW1JKhzbq\nl8aP//AhohUVFVRUVBQw0s4vJThyx2e57PnP0+vFZ2Hw4KxDkiRJkppVWVlJZWXlytdnnHHGOt1U\nIfPnEEXEbsBJ3mUuO7NmwX07nMJ3v7qQXjdMzjocSZIkqcU6+l3mVAS22grePGo81XdOgwceyDoc\nSZIkqWAyrxCtjhWiwlm2DE7e+CbO7zeB8hemQ7duWYckSZIkrZEVIrWJPn3gC5d/k6cXDqX2gouy\nDkeSJEkqCCtEWiklOHLXf3PZ9J3p9cLTMGxY1iFJkiRJq2WFSG0mAk6dtBmXpmOoPvrErMORJEmS\n2p0JkVax2WZQddw4lt73BNx9d9bhSJIkSe3KJXP6iOpq+OGov3BRtxMpf+kZ6NEj65AkSZKkJrlk\nTm2ud2/4xlVf5ZF3P0HNOedlHY4kSZLUbqwQqVnf/cI8Lnl4O3ptPiKXJfXuDeXlTe+v7r3G+716\nQZcuWf94kiRJ6gTWtUJkQqRmzZkDe223gE9t9Abrda9mQPcq+nWrpl+Xavp1qaJPWTV9yqrpTRW9\nUzU9UzU9a6voUVtN95pqui2votvyarosr6bL+9XEe1VEdXVuTV737q1PqFpyTK9eUGYBVJIkqbMz\nIVK7ev11eO01qKr6cFu2bNXXzW1N9evaFcp7JwaVv8+gXtUM7FnNwB5VrNe9Ord1q6Jf12r6dqmm\nT1RRXlZNOdX0StX0qquiZ1013Wur6bGiim4rqum6opou71flE67q3CDV1fD++9CzZ9tVtZo6pmfP\n3K35JEmSlBkTInUYKcEHH7RdctV4KyvL5Srl5dCndx0De723MumqT7b6d6vOJVxluQpXeVRTHg0q\nXDWrVri65itcZQ2Trer8/vLla59crW0S1r27SZckSdJqmBBJ5JKt5cvbNsFq2C8C+vT5MOEqL4e+\nvWsZ0PO9VSpc/bvmkq765YR9ooreVNOLanrVfljh6r6iiu4rqum6vJqy9xolWvX71dVQU/PhEsBu\n3XIltoamz3x8AAAO+UlEQVRbU23NtRfq+Nacs6zMxE+SJLWKCZHUzuqTrbZMsBpusGqi1XDr12sF\nA3q+R79u79GjSw3dyxpssYLuZTV0i9zWvayGbqxY+bpr1NCNXFtXalZuXer363LtXVKDrW4FZXW5\n/ZV/1q4g6mroUldD1NYQdTVETQ2sWJFL2BpuLW1r3F5XV3xJWnOJG+SSt9Vta+qzru8XyzkKNYbU\n2TT+bLOm1821rcnqfofW9Pu1LsdKBWZCJHVwTSVbjROn9977aA7R1H4h3m8ud2lqf03v1+9361JH\nj6619CjLJXkNk78eZStWJnz1CWDj5G9lEphySV63qFmZ7HVjBV1SzSrJX9e0grKUS/IaJ39ldTUr\nt6ht9MOntOYN2vf9YjlHe4/R2NokSll9CCy1YxtqyQf41nzoz7JPW523pRpf76au/7rOSUvea8n7\n66JY/z6317Fr268tz9XW/Yo4tli0aJ0Soq6tPVBS2+jePbcNGJB1JC1TVwe1tW2dfJVRU1NGTU23\nj7y/vAaqGh+/Yt3HX1PfFSty/wY3TO7qV/ZFrLrf1OuW9Fmr12UFGKOdzrlOY5AIEl3Kcn+WRVr9\nfxtX80EuaP2HwKyOXdMH09Weu52PTcSqXSNWOSwlVn6QWZn/smqfpo5pyXnr+6xsa3wMq/Zp8rwt\n6RMfPaYurXpMa/t8JJa13F8bBf18mg+yyXyuib9zq/RbzQ9YFi37PWrJuB/p08y49f8GtWTcpk6z\nyutm+jXcD1LL/h7UrTpQc5etYb+sYmtuzLaOjVvXb3bclrBCJEnNqK39MDmqr441LGKs6XVL+qzr\n645yzrYcQ9lLadUPleuyv67Ht9e5OsJ5W6KlvzNt2S+LMVvarz3GbMv59ZjWHXPwwS6ZkyRJklSi\n1vU7RD65UpIkSVLJMiGSJEmSVLJMiCRJkiSVLBMiSZIkSSXLhEiSJElSyTIhkiRJklSyTIgkSZIk\nlSwTIkmSJEkly4RIkiRJUskyIZIkSZJUskyIJEmSJJUsEyJJkiRJJSuThCgihkXEtIiYFRHPRMRx\nWcQhSZIkqbRlVSGqAU5MKW0F7AwcGxFbZBSL1qCysjLrEEqec1AcnIfi4DxkzzkoDs5DcXAeOr5M\nEqKU0psppafz+8uA54ChWcSiNfMXPXvOQXFwHoqD85A956A4OA/FwXno+DL/DlFEbAxsC/wz20gk\nSZIklZpME6KI6APcBByfrxRJkiRJUsFESimbgSO6An8BpqaULmymTzbBSZIkSeowUkrR2mOzTIim\nAG+nlE7MJABJkiRJJS+ThCgi/gt4AHgGSPnt1JTS3woejCRJkqSSlVmFSJIkSZKylvld5poSEXtF\nxPMR8a+I+EnW8XRmETExIhZExMwGbQMi4u6IeCEi7oqI/g3eGxcR/46I5yJiz2yi7lyae1Cx81BY\nEdEjIv4ZEdPzc/HzfLvzUGARURYRT0XEn/OvnYMCi4i5ETEj//vwWL7NeSiwiOgfETfmr+usiPiM\n81BYEbF5/vfgqfyfiyPiOOehsPLXdFZEzIyIP0ZE97acg6JLiCKiDLgE+BKwFXCQD21tV5PIXeuG\nxgL3pJQ+DkwDxgFExCeAA4Atgb2ByyKi1V9g00rNPajYeSiglNIHwOdTStsBWwO755f3Og+Fdzww\nu8Fr56Dw6oCKlNJ2KaUd823OQ+FdCPw1pbQlsA3wPM5DQaWU/pX/Pdge+BRQBdyK81AwETES+D6w\nXUppa6ArcBBtOAdFlxABOwL/TinNSymtAK4Hvp5xTJ1WSukhYFGj5q8Dk/P7k4Fv5Pe/BlyfUqpJ\nKc0F/k1uvrQOmnlQ8TCch4JLKVXnd3uQ+/dxEc5DQUXEMODLwFUNmp2Dwgs++hnBeSigiOgH7JpS\nmgSQv76LcR6y9AXgpZTSKzgPhbQEWA6UR+4u1b2A12jDOSjGhGgo8EqD16/m21Q4G6SUFkDuwzqw\nQb698dy8hnPTpuLDBxU/Cgx2Hgorv1RrOvAmUJlSmo3zUGgXAKeQu9lOPeeg8BLw94h4PCK+l29z\nHgprFPB2REzKL9e6IiJ64zxk6VvAtfl956FAUkqLgPOB+eSu5+KU0j204RwUY0Kk4uOdNwogPvqg\n4sbX3XloZymluvySuWHArhFRgfNQMBHxFWBBvmK6uuUNzkH7+6/8EqEvk1vGuyv+LhRaV2B74NL8\nXFSRWyLkPGQgIrqRqzzcmG9yHgokIjYBTgBGAhuRqxQdQhvOQTEmRK8BIxq8HpZvU+EsiIjBABEx\nBFiYb38NGN6gn3PTRvIl4JuA36eUbs83Ow8ZSSktAf4KfBrnoZD+C/haRLwMXEfue1y/B950Dgor\npfRG/s+3gNvILTfxd6GwXgVeSSk9kX99M7kEyXnIxt7Akymlt/OvnYfC+TTwj5TSf1JKteS+w/VZ\n2nAOijEhehwYHREjI6I7cCDw54xj6uyCVf9v7J+Bw/P7hwG3N2g/MH9nj1HAaOCxQgXZyV0NzE4p\nXdigzXkooIhYv/4ONRHRC/giMB3noWBSSqemlEaklDYh92//tJTSd4A7cA4KJiJ65yvWREQ5sCe5\n5wb6u1BA+aVAr0TE5vmmPYBZOA9ZOYjc/6ip5zwUzgvAThHRM39zhD3I3Xinzeaga3tEvS5SSrUR\n8QPgbnIJ28SU0nMZh9VpRcS1QAUwKCLmA+OBXwA3RsSRwDxyd+ogpTQ7Im4g95dwBXBM8kFW6yx/\nJ7NDgGfy319JwKnAL4EbnIeC2RCYnP/Htoxcte7e/Jw4D9n6Bc5BIQ0Gbo2IRO5zwh9TSndHxBM4\nD4V2HPDH/HKtl4EjgC44DwWV/+7WF4CjGjT73+gCSSnNiIgpwJNALbn/WXkF0Jc2mgMfzCpJkiSp\nZBXjkjlJkiRJKggTIkmSJEkly4RIkiRJUskyIZIkSZJUskyIJEmSJJUsEyJJkiRJJcuESJI6uIi4\nLyK2L8A4x0XE7Ij4faP2bSJi71acb8P8syLW1O8vEdFvbc+ftYiYExEDs45DkrR6RfdgVklS4URE\nl5RSbQu7Hw3skVJ6vVH7tsCngalrc/6U0hvkH6S3Oimlr7YwvmLjg/4kqQOwQiRJBRARI/PVlSsi\n4tmI+FtE9Mi/t7LCExGDImJOfv+wiLg1Iu6OiJcj4gcRcVJEPBURD0fEeg2GODQipkfEzIjYIX98\n74iYGBGPRsSTEbFPg/PeHhH3Avc0EeuJEfFM/lzH5dsuBzYBpkbE8Q36dgPOBA7Ix7V/RIyPiCkR\n8RAwJf+zPxART+S3nRpck2caxHRzREyNiBci4pcNxpgTEQPXcA13iIgZ+RjOrT9vo59rSETcn+8z\nMyL+K99+WUQ8lv+Zxzca9+f56/p4RGwfEXdFxL8j4qh8n93y5/xLRDwfEZc1HLLBuQ6JiH/mx748\ncsoiYlI+lhkNr2uD4/bPxzU9IirzbWX5n/GfEfF0RHy/Qf+T8z/L0/U/y+qumyTJhEiSCmk0cHFK\naQywGPhmM/0aVha2Ar4B7AicDSxJKW0PPAoc2qBfr5TSdsCxwNX5tp8C96aUdgJ2B34VEb3y720H\n7JtS+nzDgfOJ2WHADsDOwFERsU1K6WjgNaAipXThykBTWgGcDvwppbR9SunG/FtbArunlA4BFgBf\nSCl9GjgQuLiZn3UbYH9ga+BbETG0iT7NXcOrge/nr00tTVdnDgb+lu+zDfB0vv3UlNKO+baKiBjT\n4Ji5+ev6IDAJ+O/8dTmzQZ8dyF33LYHREbFvw0EjYgvgW8Bn82PXAYeQq6wNTSltnVLaJn/+xk4D\n9szH8LV823eBd1NKnyH39+KofNLzRWCz/M+yHfDpiNhlDddNkkqeS+YkqXDmpJTqKxdPAhu34Jj7\nUkrVQHVELAL+km9/Bvhkg37XAaSUHoyIvpH7zs2ewD4RcUq+T3dgRH7/7ymlxU2Mtwtwa0rpfYCI\nuAXYFZhBruIRTRzTlD+nlJY3GPeSiNiWXLKyWTPH3JtSWpYfdzYwklwS1nDMj1zDiOgP9EkpPZZv\nvxb4ShPnfxyYmK9q3Z5SmpFvPzBfZekKDAE+ATybf++O/J/PAOUN5uL9+PB7TY+llObl476O3DW8\npcG4ewDbA49HRAA9ySWJfwFGRcSFwF+Bu5uI+SFgcuS+a1V/zj2BT0bE/vnX/chd0z2BL0bEU/lr\nVp5vf6Wp69bEWJJUkkyIJKlwPmiwX0vugzFADR9W7HuyqobHpAav61j13/DGFZFE7kPxN1NK/274\nRn7JWtVaRb72Gp7/BODNlNLWEdEFeK+ZYxpfn6b+G9XcNVxjopZPFj9HLlm6JiLOJ5dwnAR8KqW0\nJCImseocNLzeDcdufP1XGarR6wAmp5R+2rhjRGwDfAn4H3Lfp/puo5iPidwSyK8CT0bEp/Ln+2FK\n6e+NzrUXcE5K6cpG7SNp/rpJUslzyZwkFU5zH9rnkrspAeSWjLXGtwDyS6QWp5SWAncBx60cPFeh\nWZMHgW9ERM+IKCe3ROyBNRyzlFyVojn9gTfy+4cCXVoQR3M+cg3zla4l+cQBcsvyPnpgxAhgYUpp\nInAVuapNP2AZsDQiBgMtvVtewzh2yC9ZKyM3Dw826nsvsF9EfCwfx4CIGBERg4AuKaVbyS2N266J\nmDdJKT2eUhoPLASGkZvXYyKia77PZhHRO99+ZH7eiIiN6sek5ZU9SSo5VogkqXCau+vYr4Ab8su2\n7mzF8Ql4P79UqitwRL79LOA3ETGT3P8Ae5kPv4fS9IlSmh4R15BbXpaAK1JKM9cw/n3A2Pz45zTR\n7zLg5og4FPgbLatOpRbsN/Q94KqIqAXuJ/c9mcYqgFMiYgW5JO7QlNK8iHgaeI7c0rKHWjBW4/ee\nAC4h9z2daSml2xr2SSk9FxE/A+7OJ03LyX3n6H1gUr4tAWObGOe8iKhfYnhvSmlm5G4YsTHwVH4J\n3kLgGymlv+e/r/RIrpmlwLfJVbO8450kNSNS8t9ISVLHFhHlKaWq/P5PgCEppRMKMO5uwEkppdUm\nmpKk4mWFSJLUGXwlIsaR++/aXODwTKORJHUYVogkSZIklSxvqiBJkiSpZJkQSZIkSSpZJkSSJEmS\nSpYJkSRJkqSSZUIkSZIkqWSZEEmSJEkqWf8PMmPVTcwlPiAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0ad0609d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 4))\n",
    "plt.plot(n_samples_seen, val_losses, c='b', label='validation')\n",
    "plt.plot(n_samples_seen, train_losses, c='r', label='training')\n",
    "plt.ylabel('nll'),\n",
    "plt.xlabel('number of training samples seen'),\n",
    "plt.legend(loc='best');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1.07988739,  0.94660413], dtype=float32)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mu.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.23526943, -0.72968018],\n",
       "       [-0.72968018,  1.62443793]], dtype=float32)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.linalg.inv(P.eval())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3.0873237, 3.0107942)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nll_loss.eval(feed_dict={X: X_train}), nll_loss.eval(feed_dict={X: X_test})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's compare the results to a simplem multi-variate Gaussian fitted using the classical EM algorithm as implemented in scikit-learn:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-3.0834081053541653, -3.0015422508342327)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.mixture import GaussianMixture\n",
    "\n",
    "gm = GaussianMixture(n_components=1, reg_covar=0, covariance_type='full').fit(X_train)\n",
    "gm.score(X_train), gm.score(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.07367587,  0.91891202]])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm.means_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[ 1.38536061, -0.82936625],\n",
       "        [-0.82936625,  1.6760251 ]]])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm.covariances_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1.])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm.weights_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results look similar."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Fitting a mixture of Gaussian components\n",
    "\n",
    "Let's put the code in a class that is loosely inspired by the scikit-learn Estimator API instead of implementing this in notebook cells. The companion `gmmsgd.py` file hosts an implementation of a mixture model where each Gaussian component is parameterized as previously and the mixture weights are parametrized with a softmax. First let's check that it works as expected with a single component:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6 -3.08451 -3.00099\n",
      "CPU times: user 332 ms, sys: 68 ms, total: 400 ms\n",
      "Wall time: 316 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "from gmmsgd import GaussianMixtureSGD\n",
    "\n",
    "gm_sgd = GaussianMixtureSGD(n_components=1, batch_size=10, session=sess)\n",
    "gm_sgd.fit(X_train, X_val=X_val)\n",
    "\n",
    "print(gm_sgd.n_iter_, gm_sgd.score(X_train), gm_sgd.score(X_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100, 2)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100,)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm_sgd.score_samples(X_train).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-3.0845127"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm_sgd.score_samples(X_train).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "P\n",
      "[[ 0.98528486  0.50272858]\n",
      " [ 0.50272858  0.83575851]]\n",
      "C\n",
      "[[ 1.46438253 -0.88086087]\n",
      " [-0.88086087  1.72637653]]\n",
      "d\n",
      "[-0.00741227 -0.2730124 ]\n",
      "mu\n",
      "[ 1.05798376  0.95076191]\n"
     ]
    }
   ],
   "source": [
    "for name, variables in gm_sgd._component_variables.items():\n",
    "    print(name)\n",
    "    for var in variables:\n",
    "        print(var.eval())\n",
    "    if name == 'P':\n",
    "        print('C')\n",
    "        for var in variables:\n",
    "            print(np.linalg.inv(var.eval()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1.], dtype=float32)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm_sgd._normalized_weights.eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try with a more complex dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X = np.vstack([\n",
    "    rng.multivariate_normal(mean=[1, 1], cov=[[1.5, -.9], [-.9, 1.5]],\n",
    "                            size=1000),\n",
    "    rng.multivariate_normal(mean=[-2, 0], cov=[[1, 0], [0, 1]],\n",
    "                            size=2000),\n",
    "]).astype(np.float32)\n",
    "\n",
    "X_trainval, X_test = train_test_split(X, test_size=0.5, random_state=0)\n",
    "X_train, X_val = train_test_split(X_trainval, test_size=0.2, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1200, 2)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1500, 2)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1500, 2)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_trainval.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "P\n",
      "[[ 0.01831564  0.        ]\n",
      " [ 0.          0.01831564]]\n",
      "[[ 0.01831564  0.        ]\n",
      " [ 0.          0.01831564]]\n",
      "C\n",
      "[[ 54.59814835   0.        ]\n",
      " [  0.          54.59814835]]\n",
      "[[ 54.59814835   0.        ]\n",
      " [  0.          54.59814835]]\n",
      "d\n",
      "[-2. -2.]\n",
      "[-2. -2.]\n",
      "mu\n",
      "[ 1.  1.]\n",
      "[-2.  0.]\n",
      "1 -3.57729 -3.61916\n",
      "CPU times: user 996 ms, sys: 240 ms, total: 1.24 s\n",
      "Wall time: 965 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "gm_sgd = GaussianMixtureSGD(n_components=2, learning_rate=0.1, batch_size=10,\n",
    "                            means_init=[[1, 1], [-2, 0]], session=sess)\n",
    "gm_sgd.fit(X_train, X_val=X_val)\n",
    "\n",
    "print(gm_sgd.n_iter_, gm_sgd.score(X_train), gm_sgd.score(X_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "P\n",
      "[[ 0.33429468 -0.06078098]\n",
      " [-0.06078098  0.96266949]]\n",
      "[[ 0.30148795 -0.21622829]\n",
      " [-0.21622829  1.03142524]]\n",
      "C\n",
      "[[ 3.0261116   0.19106248]\n",
      " [ 0.19106248  1.05084145]]\n",
      "[[ 3.90384388  0.81840295]\n",
      " [ 0.81840295  1.14110243]]\n",
      "d\n",
      "[-0.54786623 -0.02479559]\n",
      "[-0.59951264 -0.06599743]\n",
      "mu\n",
      "[-1.1412251   0.33954874]\n",
      "[-1.04856408  0.45692226]\n"
     ]
    }
   ],
   "source": [
    "for name, variables in gm_sgd._component_variables.items():\n",
    "    print(name)\n",
    "    for var in variables:\n",
    "        print(var.eval())\n",
    "    if name == 'P':\n",
    "        print('C')\n",
    "        for var in variables:\n",
    "            print(np.linalg.inv(var.eval()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.27814388,  0.72185618], dtype=float32)"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm_sgd._normalized_weights.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 -3.37090932996 -3.45030319871\n",
      "CPU times: user 8 ms, sys: 4 ms, total: 12 ms\n",
      "Wall time: 8.41 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "gm = GaussianMixture(n_components=2, covariance_type='full', tol=1e-3).fit(X_train)\n",
    "print(gm.n_iter_, gm.score(X_train), gm.score(X_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-2.01570783, -0.08984559],\n",
       "       [ 0.96672288,  0.99413359]])"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm.means_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[ 1.40508253, -0.73892728],\n",
       "        [-0.73892728,  1.31813992]],\n",
       "\n",
       "       [[ 0.86448288, -0.01104112],\n",
       "        [-0.01104112,  0.93748487]]])"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm.covariances_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.35482407,  0.64517593])"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm.weights_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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